Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
#data_dir = './data'

#FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input/R5KrjnANiKVhLWAkpXhNBe'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 7.48MB/s]                            
Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.23KFile/s]
Downloading celeba: 1.44GB [00:22, 63.4MB/s]                               
Extracting celeba...

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7feefa683f98>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7feef0417a58>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    
    image_shape = (image_width, image_height, image_channels)
    input_real = tf.placeholder(tf.float32, (None, *image_shape), name='input_real')
    input_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    lr = tf.placeholder(tf.float32, name='learning_rate')

    return (input_real, input_z, lr)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [13]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    
    # TODO: Implement Function
    
    alpha = 0.1
    dropout = 0.3
    initializer = tf.contrib.layers.xavier_initializer()

    def conv2d(x, out_dim, k=5, s=2, padding='same', use_batch_norm=True, training=True):
        layer = tf.layers.conv2d(x, out_dim, k, s, padding, kernel_initializer=initializer)
        if use_batch_norm == True:
            layer = tf.layers.batch_normalization(layer, training=training)
        #layer = tf.layers.dropout(layer, rate=dropout, training=True)
        layer = tf.maximum(alpha*layer, layer)
        return layer

    with tf.variable_scope('discriminator', reuse=reuse):
        layer_1 = conv2d(images,   32, use_batch_norm=False, training=False) # => 14x14x32                       
        layer_2 = conv2d(layer_1,  64)  # => 7x7x64
        layer_3 = conv2d(layer_2, 128)  # => 4x4x128 
        layer_4 = conv2d(layer_3, 256)  # => 2x2x256

        flat = tf.reshape(layer_4, (-1, 2*2*256))

        logits = tf.layers.dense(flat, 1)
        output = tf.sigmoid(logits)

        return output, logits

    
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [14]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """

    # TODO: Implement Function
    
    alpha = 0.1
    dropout = 0.3
    initializer = tf.contrib.layers.xavier_initializer()

    def fully_connect(x, dims, training):
        layer = tf.layers.dense(x, dims[0]*dims[1]*dims[2], kernel_initializer=initializer)
        layer = tf.reshape(layer, (-1, dims[0], dims[1], dims[2]))
        layer = tf.layers.batch_normalization(layer, training=training)
        layer = tf.maximum(alpha*layer, layer)
        return layer

    def conv2d_transpose(x, out_dim, k=5, s=2, padding='same', 
                         use_batch_norm=True, use_leaky_relu=True, training=True):
        
        layer = tf.layers.conv2d_transpose(x, out_dim, k, s, padding, 
                                           kernel_initializer=initializer)
        if use_batch_norm == True:
            layer = tf.layers.batch_normalization(layer, training=training)
        #layer = tf.layers.dropout(layer, rate=dropout, training=True)
        if use_leaky_relu == True:
            layer = tf.maximum(alpha*layer, layer)
        
        return layer

    with tf.variable_scope('generator', reuse=not is_train):
        layer_1 = fully_connect(z, (4, 4, 512), is_train)           # => 4x4x512
        layer_2 = conv2d_transpose(layer_1, 128, k=4, s=1, 
                                   padding='valid',
                                   training=is_train)               # => 7x7x128  
        layer_3 = conv2d_transpose(layer_2, 64, training=is_train)  # => 14x14x64
        layer_4 = conv2d_transpose(layer_3, 32, training=is_train)  # => 28x28x32 

        logits = conv2d_transpose(layer_4, out_channel_dim, 3, 1, 
                                  'same', False, False, True)       # => 28x28x3(1)

        output = tf.tanh(logits)

        return output
        

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """

    # TODO: Implement Function
    
    g_model = generator(input_z, out_channel_dim, is_train=True)
    d_model_real, d_logits_real = discriminator(input_real, reuse=False)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    def get_loss(logits, labels):
        return tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=logits, 
                                                                      labels=labels))

    d_loss_real = get_loss(d_logits_real, tf.ones_like(d_model_real))
    d_loss_fake = get_loss(d_logits_fake, tf.zeros_like(d_model_fake))
    g_loss = get_loss(d_logits_fake, tf.ones_like(d_model_fake))

    d_loss = d_loss_real + d_loss_fake

    return (d_loss, g_loss)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    
    # TODO: Implement Function
    
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1)\
                        .minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1)\
                        .minimize(g_loss, var_list=g_vars)    

    return (d_train_opt, g_train_opt)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
     
    # TODO: Build Model    
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
    d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
    
    step = 0
    print_every = 10
    show_every = 100
    n_images_to_show = 25

    d_losses, g_losses = [], []
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        
        for epoch_i in range(epoch_count):          
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                batch_images *= 2
                step += 1

                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images,
                                               input_z: batch_z,
                                               lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images,
                                               input_z: batch_z,
                                               lr: learning_rate})

                if step % print_every == 0:
                    train_loss_d = d_loss.eval({input_real: batch_images,
                                                input_z: batch_z})
                    train_loss_g = g_loss.eval({input_z: batch_z})
                    
                    print_losses(epoch_count, epoch_i, step,
                                 train_loss_d, train_loss_g, 
                                 d_losses, g_losses)

                if step % show_every == 0:
                    print_cumulative_average_losses(train_loss_d, train_loss_g, 
                                                    d_losses, g_losses)

                    show_generator_output(sess, n_images_to_show, input_z, 
                                          data_shape[3], data_image_mode)

                    
def print_losses(epochs, epoch_i, step, train_loss_d, train_loss_g, d_losses, g_losses):
    d_losses.append(train_loss_d)
    g_losses.append(train_loss_g)

    print("Epoch {}/{}...".format(epoch_i+1, epochs),
          "Step: {}...".format(step),
          "Discriminator Loss: {:.4f}...".format(train_loss_d),
          "Generator Loss: {:.4f}".format(train_loss_g))

def print_cumulative_average_losses(train_loss_d, train_loss_g, d_losses, g_losses):
    cum_avg_d_loss = np.mean(d_losses)
    cum_avg_g_loss = np.mean(g_losses)

    print("Cumulative Average Generator Loss / Discriminator Loss: {}".format(
        cum_avg_g_loss / cum_avg_d_loss))
    print("Current Generator Loss / Discriminator Loss: {}".format(
        train_loss_g / train_loss_d))

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [15]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Step: 10... Discriminator Loss: 0.7566... Generator Loss: 0.7125
Epoch 1/2... Step: 20... Discriminator Loss: 0.1849... Generator Loss: 2.0104
Epoch 1/2... Step: 30... Discriminator Loss: 0.3883... Generator Loss: 2.1976
Epoch 1/2... Step: 40... Discriminator Loss: 2.0035... Generator Loss: 2.5510
Epoch 1/2... Step: 50... Discriminator Loss: 1.5302... Generator Loss: 1.5461
Epoch 1/2... Step: 60... Discriminator Loss: 0.9658... Generator Loss: 1.2796
Epoch 1/2... Step: 70... Discriminator Loss: 1.1134... Generator Loss: 0.5598
Epoch 1/2... Step: 80... Discriminator Loss: 0.6761... Generator Loss: 0.9017
Epoch 1/2... Step: 90... Discriminator Loss: 2.2566... Generator Loss: 0.1425
Epoch 1/2... Step: 100... Discriminator Loss: 1.2161... Generator Loss: 0.9444
Cumulative Average Generator Loss / Discriminator Loss: 1.1581408977508545
Current Generator Loss / Discriminator Loss: 0.7765234112739563
Epoch 1/2... Step: 110... Discriminator Loss: 2.0556... Generator Loss: 0.1852
Epoch 1/2... Step: 120... Discriminator Loss: 1.2008... Generator Loss: 0.6812
Epoch 1/2... Step: 130... Discriminator Loss: 1.0661... Generator Loss: 1.4962
Epoch 1/2... Step: 140... Discriminator Loss: 1.1877... Generator Loss: 1.0268
Epoch 1/2... Step: 150... Discriminator Loss: 1.2055... Generator Loss: 0.6493
Epoch 1/2... Step: 160... Discriminator Loss: 0.8863... Generator Loss: 1.3069
Epoch 1/2... Step: 170... Discriminator Loss: 1.1855... Generator Loss: 2.0561
Epoch 1/2... Step: 180... Discriminator Loss: 1.2612... Generator Loss: 0.5728
Epoch 1/2... Step: 190... Discriminator Loss: 1.0697... Generator Loss: 0.6544
Epoch 1/2... Step: 200... Discriminator Loss: 1.7619... Generator Loss: 0.2607
Cumulative Average Generator Loss / Discriminator Loss: 0.9066960215568542
Current Generator Loss / Discriminator Loss: 0.1479642540216446
Epoch 1/2... Step: 210... Discriminator Loss: 1.8125... Generator Loss: 0.2177
Epoch 1/2... Step: 220... Discriminator Loss: 1.6783... Generator Loss: 0.2775
Epoch 1/2... Step: 230... Discriminator Loss: 1.3983... Generator Loss: 0.4454
Epoch 1/2... Step: 240... Discriminator Loss: 2.0200... Generator Loss: 0.1715
Epoch 1/2... Step: 250... Discriminator Loss: 1.4753... Generator Loss: 0.3042
Epoch 1/2... Step: 260... Discriminator Loss: 2.1541... Generator Loss: 0.1507
Epoch 1/2... Step: 270... Discriminator Loss: 1.0853... Generator Loss: 0.5773
Epoch 1/2... Step: 280... Discriminator Loss: 0.9301... Generator Loss: 0.9153
Epoch 1/2... Step: 290... Discriminator Loss: 0.8079... Generator Loss: 0.9484
Epoch 1/2... Step: 300... Discriminator Loss: 1.0394... Generator Loss: 0.5659
Cumulative Average Generator Loss / Discriminator Loss: 0.6856170892715454
Current Generator Loss / Discriminator Loss: 0.5444575548171997
Epoch 1/2... Step: 310... Discriminator Loss: 0.7195... Generator Loss: 1.5275
Epoch 1/2... Step: 320... Discriminator Loss: 2.0424... Generator Loss: 0.1856
Epoch 1/2... Step: 330... Discriminator Loss: 2.0521... Generator Loss: 0.1564
Epoch 1/2... Step: 340... Discriminator Loss: 2.3246... Generator Loss: 0.1385
Epoch 1/2... Step: 350... Discriminator Loss: 1.5172... Generator Loss: 0.3452
Epoch 1/2... Step: 360... Discriminator Loss: 0.7397... Generator Loss: 1.7611
Epoch 1/2... Step: 370... Discriminator Loss: 1.8919... Generator Loss: 0.2322
Epoch 1/2... Step: 380... Discriminator Loss: 1.0758... Generator Loss: 0.6334
Epoch 1/2... Step: 390... Discriminator Loss: 1.2521... Generator Loss: 0.4407
Epoch 1/2... Step: 400... Discriminator Loss: 0.7564... Generator Loss: 1.2041
Cumulative Average Generator Loss / Discriminator Loss: 0.6244019865989685
Current Generator Loss / Discriminator Loss: 1.5918523073196411
Epoch 1/2... Step: 410... Discriminator Loss: 1.6942... Generator Loss: 2.6384
Epoch 1/2... Step: 420... Discriminator Loss: 1.5494... Generator Loss: 0.2779
Epoch 1/2... Step: 430... Discriminator Loss: 0.6509... Generator Loss: 1.8868
Epoch 1/2... Step: 440... Discriminator Loss: 1.1597... Generator Loss: 0.5298
Epoch 1/2... Step: 450... Discriminator Loss: 1.5094... Generator Loss: 0.3497
Epoch 1/2... Step: 460... Discriminator Loss: 1.5785... Generator Loss: 0.3028
Epoch 1/2... Step: 470... Discriminator Loss: 1.2381... Generator Loss: 0.4447
Epoch 1/2... Step: 480... Discriminator Loss: 0.7624... Generator Loss: 1.4292
Epoch 1/2... Step: 490... Discriminator Loss: 1.1167... Generator Loss: 0.5667
Epoch 1/2... Step: 500... Discriminator Loss: 1.3441... Generator Loss: 0.5348
Cumulative Average Generator Loss / Discriminator Loss: 0.6411036252975464
Current Generator Loss / Discriminator Loss: 0.39791741967201233
Epoch 1/2... Step: 510... Discriminator Loss: 0.9242... Generator Loss: 0.7428
Epoch 1/2... Step: 520... Discriminator Loss: 1.4328... Generator Loss: 3.0068
Epoch 1/2... Step: 530... Discriminator Loss: 0.7721... Generator Loss: 1.3824
Epoch 1/2... Step: 540... Discriminator Loss: 0.9907... Generator Loss: 2.5232
Epoch 1/2... Step: 550... Discriminator Loss: 1.0011... Generator Loss: 0.6148
Epoch 1/2... Step: 560... Discriminator Loss: 1.9046... Generator Loss: 0.2207
Epoch 1/2... Step: 570... Discriminator Loss: 0.9920... Generator Loss: 1.2212
Epoch 1/2... Step: 580... Discriminator Loss: 1.2078... Generator Loss: 0.4195
Epoch 1/2... Step: 590... Discriminator Loss: 1.2881... Generator Loss: 0.4144
Epoch 1/2... Step: 600... Discriminator Loss: 1.6577... Generator Loss: 0.3037
Cumulative Average Generator Loss / Discriminator Loss: 0.6804041266441345
Current Generator Loss / Discriminator Loss: 0.18321171402931213
Epoch 1/2... Step: 610... Discriminator Loss: 1.5464... Generator Loss: 0.2768
Epoch 1/2... Step: 620... Discriminator Loss: 1.1835... Generator Loss: 0.4987
Epoch 1/2... Step: 630... Discriminator Loss: 1.5030... Generator Loss: 0.3097
Epoch 1/2... Step: 640... Discriminator Loss: 1.5632... Generator Loss: 0.3002
Epoch 1/2... Step: 650... Discriminator Loss: 0.9604... Generator Loss: 1.4325
Epoch 1/2... Step: 660... Discriminator Loss: 1.2245... Generator Loss: 1.2434
Epoch 1/2... Step: 670... Discriminator Loss: 1.1483... Generator Loss: 0.6581
Epoch 1/2... Step: 680... Discriminator Loss: 2.3422... Generator Loss: 0.1269
Epoch 1/2... Step: 690... Discriminator Loss: 1.1635... Generator Loss: 0.6014
Epoch 1/2... Step: 700... Discriminator Loss: 1.2318... Generator Loss: 0.4912
Cumulative Average Generator Loss / Discriminator Loss: 0.6421484351158142
Current Generator Loss / Discriminator Loss: 0.3987612724304199
Epoch 1/2... Step: 710... Discriminator Loss: 1.3859... Generator Loss: 0.3754
Epoch 1/2... Step: 720... Discriminator Loss: 1.3893... Generator Loss: 0.3982
Epoch 1/2... Step: 730... Discriminator Loss: 1.2500... Generator Loss: 0.4300
Epoch 1/2... Step: 740... Discriminator Loss: 1.8807... Generator Loss: 0.1882
Epoch 1/2... Step: 750... Discriminator Loss: 0.9911... Generator Loss: 1.6598
Epoch 1/2... Step: 760... Discriminator Loss: 0.9239... Generator Loss: 0.8198
Epoch 1/2... Step: 770... Discriminator Loss: 1.5051... Generator Loss: 0.3305
Epoch 1/2... Step: 780... Discriminator Loss: 0.9147... Generator Loss: 1.4401
Epoch 1/2... Step: 790... Discriminator Loss: 0.9223... Generator Loss: 0.6565
Epoch 1/2... Step: 800... Discriminator Loss: 0.9755... Generator Loss: 1.1815
Cumulative Average Generator Loss / Discriminator Loss: 0.6391062140464783
Current Generator Loss / Discriminator Loss: 1.211110234260559
Epoch 1/2... Step: 810... Discriminator Loss: 1.7624... Generator Loss: 0.2370
Epoch 1/2... Step: 820... Discriminator Loss: 0.7586... Generator Loss: 0.9662
Epoch 1/2... Step: 830... Discriminator Loss: 1.0087... Generator Loss: 0.6304
Epoch 1/2... Step: 840... Discriminator Loss: 0.9913... Generator Loss: 0.8406
Epoch 1/2... Step: 850... Discriminator Loss: 2.4583... Generator Loss: 0.1110
Epoch 1/2... Step: 860... Discriminator Loss: 0.9910... Generator Loss: 0.6721
Epoch 1/2... Step: 870... Discriminator Loss: 1.2124... Generator Loss: 0.4177
Epoch 1/2... Step: 880... Discriminator Loss: 1.2880... Generator Loss: 0.4513
Epoch 1/2... Step: 890... Discriminator Loss: 0.8817... Generator Loss: 0.9843
Epoch 1/2... Step: 900... Discriminator Loss: 0.8398... Generator Loss: 1.8493
Cumulative Average Generator Loss / Discriminator Loss: 0.6336433291435242
Current Generator Loss / Discriminator Loss: 2.201986312866211
Epoch 1/2... Step: 910... Discriminator Loss: 0.8032... Generator Loss: 0.8497
Epoch 1/2... Step: 920... Discriminator Loss: 0.7086... Generator Loss: 1.5629
Epoch 1/2... Step: 930... Discriminator Loss: 1.2632... Generator Loss: 0.5103
Epoch 1/2... Step: 940... Discriminator Loss: 0.8794... Generator Loss: 0.8220
Epoch 1/2... Step: 950... Discriminator Loss: 0.8949... Generator Loss: 2.6132
Epoch 1/2... Step: 960... Discriminator Loss: 1.3966... Generator Loss: 0.3936
Epoch 1/2... Step: 970... Discriminator Loss: 0.6990... Generator Loss: 1.2960
Epoch 1/2... Step: 980... Discriminator Loss: 0.6722... Generator Loss: 1.0808
Epoch 1/2... Step: 990... Discriminator Loss: 1.4927... Generator Loss: 0.3404
Epoch 1/2... Step: 1000... Discriminator Loss: 0.7792... Generator Loss: 0.8229
Cumulative Average Generator Loss / Discriminator Loss: 0.6672875881195068
Current Generator Loss / Discriminator Loss: 1.056157112121582
Epoch 1/2... Step: 1010... Discriminator Loss: 0.4334... Generator Loss: 1.3883
Epoch 1/2... Step: 1020... Discriminator Loss: 1.0296... Generator Loss: 0.5505
Epoch 1/2... Step: 1030... Discriminator Loss: 0.8969... Generator Loss: 1.3902
Epoch 1/2... Step: 1040... Discriminator Loss: 0.9882... Generator Loss: 0.7134
Epoch 1/2... Step: 1050... Discriminator Loss: 0.9352... Generator Loss: 0.8228
Epoch 1/2... Step: 1060... Discriminator Loss: 2.4125... Generator Loss: 0.1137
Epoch 1/2... Step: 1070... Discriminator Loss: 0.7400... Generator Loss: 0.9192
Epoch 1/2... Step: 1080... Discriminator Loss: 2.2721... Generator Loss: 0.1656
Epoch 1/2... Step: 1090... Discriminator Loss: 1.2396... Generator Loss: 0.5302
Epoch 1/2... Step: 1100... Discriminator Loss: 0.5724... Generator Loss: 1.3491
Cumulative Average Generator Loss / Discriminator Loss: 0.6691580414772034
Current Generator Loss / Discriminator Loss: 2.356943368911743
Epoch 1/2... Step: 1110... Discriminator Loss: 0.5295... Generator Loss: 1.5397
Epoch 1/2... Step: 1120... Discriminator Loss: 0.6585... Generator Loss: 0.9995
Epoch 1/2... Step: 1130... Discriminator Loss: 0.9424... Generator Loss: 0.6092
Epoch 1/2... Step: 1140... Discriminator Loss: 1.2364... Generator Loss: 0.4725
Epoch 1/2... Step: 1150... Discriminator Loss: 1.4458... Generator Loss: 0.3567
Epoch 1/2... Step: 1160... Discriminator Loss: 0.9401... Generator Loss: 0.6886
Epoch 1/2... Step: 1170... Discriminator Loss: 1.3767... Generator Loss: 0.3432
Epoch 1/2... Step: 1180... Discriminator Loss: 0.7829... Generator Loss: 0.9374
Epoch 1/2... Step: 1190... Discriminator Loss: 0.9902... Generator Loss: 0.7388
Epoch 1/2... Step: 1200... Discriminator Loss: 1.1861... Generator Loss: 0.4322
Cumulative Average Generator Loss / Discriminator Loss: 0.6716560125350952
Current Generator Loss / Discriminator Loss: 0.36442506313323975
Epoch 1/2... Step: 1210... Discriminator Loss: 1.3720... Generator Loss: 0.4189
Epoch 1/2... Step: 1220... Discriminator Loss: 1.3228... Generator Loss: 0.3831
Epoch 1/2... Step: 1230... Discriminator Loss: 0.9318... Generator Loss: 0.7524
Epoch 1/2... Step: 1240... Discriminator Loss: 1.2783... Generator Loss: 0.4655
Epoch 1/2... Step: 1250... Discriminator Loss: 0.8033... Generator Loss: 0.8949
Epoch 1/2... Step: 1260... Discriminator Loss: 0.9739... Generator Loss: 0.7579
Epoch 1/2... Step: 1270... Discriminator Loss: 1.0785... Generator Loss: 0.5192
Epoch 1/2... Step: 1280... Discriminator Loss: 0.8154... Generator Loss: 0.7767
Epoch 1/2... Step: 1290... Discriminator Loss: 1.0309... Generator Loss: 0.8103
Epoch 1/2... Step: 1300... Discriminator Loss: 1.8743... Generator Loss: 0.2038
Cumulative Average Generator Loss / Discriminator Loss: 0.660740852355957
Current Generator Loss / Discriminator Loss: 0.10871932655572891
Epoch 1/2... Step: 1310... Discriminator Loss: 0.7163... Generator Loss: 1.3915
Epoch 1/2... Step: 1320... Discriminator Loss: 1.2978... Generator Loss: 0.3944
Epoch 1/2... Step: 1330... Discriminator Loss: 1.1255... Generator Loss: 0.5280
Epoch 1/2... Step: 1340... Discriminator Loss: 0.8518... Generator Loss: 0.8231
Epoch 1/2... Step: 1350... Discriminator Loss: 0.6641... Generator Loss: 1.5985
Epoch 1/2... Step: 1360... Discriminator Loss: 0.9370... Generator Loss: 0.9471
Epoch 1/2... Step: 1370... Discriminator Loss: 1.8532... Generator Loss: 0.2048
Epoch 1/2... Step: 1380... Discriminator Loss: 0.5854... Generator Loss: 1.0009
Epoch 1/2... Step: 1390... Discriminator Loss: 0.5548... Generator Loss: 1.7177
Epoch 1/2... Step: 1400... Discriminator Loss: 2.1002... Generator Loss: 0.1841
Cumulative Average Generator Loss / Discriminator Loss: 0.6709685325622559
Current Generator Loss / Discriminator Loss: 0.08768096566200256
Epoch 1/2... Step: 1410... Discriminator Loss: 1.4064... Generator Loss: 0.3889
Epoch 1/2... Step: 1420... Discriminator Loss: 1.6651... Generator Loss: 0.2867
Epoch 1/2... Step: 1430... Discriminator Loss: 2.3655... Generator Loss: 0.1481
Epoch 1/2... Step: 1440... Discriminator Loss: 1.5577... Generator Loss: 0.3371
Epoch 1/2... Step: 1450... Discriminator Loss: 2.1112... Generator Loss: 0.1508
Epoch 1/2... Step: 1460... Discriminator Loss: 1.2405... Generator Loss: 0.4434
Epoch 1/2... Step: 1470... Discriminator Loss: 0.9995... Generator Loss: 0.6520
Epoch 1/2... Step: 1480... Discriminator Loss: 0.6939... Generator Loss: 0.8760
Epoch 1/2... Step: 1490... Discriminator Loss: 1.2961... Generator Loss: 0.4899
Epoch 1/2... Step: 1500... Discriminator Loss: 1.7173... Generator Loss: 0.2298
Cumulative Average Generator Loss / Discriminator Loss: 0.6378529071807861
Current Generator Loss / Discriminator Loss: 0.13378377258777618
Epoch 1/2... Step: 1510... Discriminator Loss: 0.7310... Generator Loss: 0.8602
Epoch 1/2... Step: 1520... Discriminator Loss: 1.0287... Generator Loss: 0.6232
Epoch 1/2... Step: 1530... Discriminator Loss: 1.6772... Generator Loss: 0.2770
Epoch 1/2... Step: 1540... Discriminator Loss: 1.5343... Generator Loss: 0.3005
Epoch 1/2... Step: 1550... Discriminator Loss: 2.2985... Generator Loss: 0.1428
Epoch 1/2... Step: 1560... Discriminator Loss: 2.4926... Generator Loss: 0.1016
Epoch 1/2... Step: 1570... Discriminator Loss: 1.8001... Generator Loss: 0.2602
Epoch 1/2... Step: 1580... Discriminator Loss: 0.8855... Generator Loss: 0.7550
Epoch 1/2... Step: 1590... Discriminator Loss: 1.1811... Generator Loss: 0.4348
Epoch 1/2... Step: 1600... Discriminator Loss: 0.5493... Generator Loss: 1.0657
Cumulative Average Generator Loss / Discriminator Loss: 0.6165603399276733
Current Generator Loss / Discriminator Loss: 1.9401280879974365
Epoch 1/2... Step: 1610... Discriminator Loss: 1.6173... Generator Loss: 0.2778
Epoch 1/2... Step: 1620... Discriminator Loss: 1.3921... Generator Loss: 0.4044
Epoch 1/2... Step: 1630... Discriminator Loss: 0.5692... Generator Loss: 2.9203
Epoch 1/2... Step: 1640... Discriminator Loss: 0.3153... Generator Loss: 1.8706
Epoch 1/2... Step: 1650... Discriminator Loss: 1.3119... Generator Loss: 0.3666
Epoch 1/2... Step: 1660... Discriminator Loss: 1.4905... Generator Loss: 0.3316
Epoch 1/2... Step: 1670... Discriminator Loss: 0.7239... Generator Loss: 0.9003
Epoch 1/2... Step: 1680... Discriminator Loss: 0.7587... Generator Loss: 0.9021
Epoch 1/2... Step: 1690... Discriminator Loss: 1.0659... Generator Loss: 0.5654
Epoch 1/2... Step: 1700... Discriminator Loss: 2.1247... Generator Loss: 0.1795
Cumulative Average Generator Loss / Discriminator Loss: 0.6247077584266663
Current Generator Loss / Discriminator Loss: 0.08449309319257736
Epoch 1/2... Step: 1710... Discriminator Loss: 0.7164... Generator Loss: 1.5269
Epoch 1/2... Step: 1720... Discriminator Loss: 0.7522... Generator Loss: 0.8164
Epoch 1/2... Step: 1730... Discriminator Loss: 1.6568... Generator Loss: 0.2644
Epoch 1/2... Step: 1740... Discriminator Loss: 2.0329... Generator Loss: 0.1734
Epoch 1/2... Step: 1750... Discriminator Loss: 0.6850... Generator Loss: 1.0802
Epoch 1/2... Step: 1760... Discriminator Loss: 0.6890... Generator Loss: 1.0282
Epoch 1/2... Step: 1770... Discriminator Loss: 0.8069... Generator Loss: 0.7188
Epoch 1/2... Step: 1780... Discriminator Loss: 1.3052... Generator Loss: 0.3598
Epoch 1/2... Step: 1790... Discriminator Loss: 0.9868... Generator Loss: 0.8547
Epoch 1/2... Step: 1800... Discriminator Loss: 1.9136... Generator Loss: 0.2494
Cumulative Average Generator Loss / Discriminator Loss: 0.6240746378898621
Current Generator Loss / Discriminator Loss: 0.1303073614835739
Epoch 1/2... Step: 1810... Discriminator Loss: 0.9541... Generator Loss: 0.7790
Epoch 1/2... Step: 1820... Discriminator Loss: 0.7875... Generator Loss: 1.3140
Epoch 1/2... Step: 1830... Discriminator Loss: 1.5207... Generator Loss: 0.3729
Epoch 1/2... Step: 1840... Discriminator Loss: 1.0213... Generator Loss: 0.6177
Epoch 1/2... Step: 1850... Discriminator Loss: 0.7761... Generator Loss: 0.7817
Epoch 1/2... Step: 1860... Discriminator Loss: 2.5087... Generator Loss: 0.1027
Epoch 1/2... Step: 1870... Discriminator Loss: 0.7024... Generator Loss: 1.0426
Epoch 1/2... Step: 1880... Discriminator Loss: 0.6374... Generator Loss: 1.4178
Epoch 1/2... Step: 1890... Discriminator Loss: 1.1660... Generator Loss: 0.6933
Epoch 1/2... Step: 1900... Discriminator Loss: 1.0814... Generator Loss: 0.5171
Cumulative Average Generator Loss / Discriminator Loss: 0.6269865036010742
Current Generator Loss / Discriminator Loss: 0.47813352942466736
Epoch 1/2... Step: 1910... Discriminator Loss: 1.1692... Generator Loss: 3.2616
Epoch 1/2... Step: 1920... Discriminator Loss: 0.9746... Generator Loss: 0.6696
Epoch 1/2... Step: 1930... Discriminator Loss: 1.5637... Generator Loss: 0.3368
Epoch 1/2... Step: 1940... Discriminator Loss: 1.7968... Generator Loss: 0.2204
Epoch 1/2... Step: 1950... Discriminator Loss: 1.0996... Generator Loss: 0.5635
Epoch 1/2... Step: 1960... Discriminator Loss: 1.4541... Generator Loss: 0.3268
Epoch 1/2... Step: 1970... Discriminator Loss: 2.1940... Generator Loss: 0.1636
Epoch 1/2... Step: 1980... Discriminator Loss: 1.0889... Generator Loss: 0.5621
Epoch 1/2... Step: 1990... Discriminator Loss: 1.1789... Generator Loss: 0.4684
Epoch 1/2... Step: 2000... Discriminator Loss: 0.8275... Generator Loss: 0.7269
Cumulative Average Generator Loss / Discriminator Loss: 0.6226367950439453
Current Generator Loss / Discriminator Loss: 0.8784921765327454
Epoch 1/2... Step: 2010... Discriminator Loss: 1.2103... Generator Loss: 0.4438
Epoch 1/2... Step: 2020... Discriminator Loss: 0.7346... Generator Loss: 1.0097
Epoch 1/2... Step: 2030... Discriminator Loss: 2.4537... Generator Loss: 0.1170
Epoch 1/2... Step: 2040... Discriminator Loss: 0.5806... Generator Loss: 2.2652
Epoch 1/2... Step: 2050... Discriminator Loss: 0.7519... Generator Loss: 2.1796
Epoch 1/2... Step: 2060... Discriminator Loss: 1.5138... Generator Loss: 0.3159
Epoch 1/2... Step: 2070... Discriminator Loss: 2.1507... Generator Loss: 0.1640
Epoch 1/2... Step: 2080... Discriminator Loss: 0.4268... Generator Loss: 2.7811
Epoch 1/2... Step: 2090... Discriminator Loss: 0.5380... Generator Loss: 1.0960
Epoch 1/2... Step: 2100... Discriminator Loss: 0.6127... Generator Loss: 1.6519
Cumulative Average Generator Loss / Discriminator Loss: 0.6428623795509338
Current Generator Loss / Discriminator Loss: 2.6962850093841553
Epoch 1/2... Step: 2110... Discriminator Loss: 0.8984... Generator Loss: 0.6153
Epoch 1/2... Step: 2120... Discriminator Loss: 1.2626... Generator Loss: 0.3905
Epoch 1/2... Step: 2130... Discriminator Loss: 0.7664... Generator Loss: 1.1139
Epoch 1/2... Step: 2140... Discriminator Loss: 1.0422... Generator Loss: 0.5154
Epoch 1/2... Step: 2150... Discriminator Loss: 2.2223... Generator Loss: 0.1379
Epoch 1/2... Step: 2160... Discriminator Loss: 0.8416... Generator Loss: 0.7073
Epoch 1/2... Step: 2170... Discriminator Loss: 0.8564... Generator Loss: 0.7102
Epoch 1/2... Step: 2180... Discriminator Loss: 0.9908... Generator Loss: 0.5393
Epoch 1/2... Step: 2190... Discriminator Loss: 0.7129... Generator Loss: 1.1083
Epoch 1/2... Step: 2200... Discriminator Loss: 0.9260... Generator Loss: 0.6587
Cumulative Average Generator Loss / Discriminator Loss: 0.6418667435646057
Current Generator Loss / Discriminator Loss: 0.7113407850265503
Epoch 1/2... Step: 2210... Discriminator Loss: 0.7698... Generator Loss: 1.3846
Epoch 1/2... Step: 2220... Discriminator Loss: 1.2224... Generator Loss: 0.4471
Epoch 1/2... Step: 2230... Discriminator Loss: 0.8513... Generator Loss: 0.7009
Epoch 1/2... Step: 2240... Discriminator Loss: 1.5143... Generator Loss: 0.4192
Epoch 1/2... Step: 2250... Discriminator Loss: 0.7223... Generator Loss: 0.7843
Epoch 1/2... Step: 2260... Discriminator Loss: 0.6285... Generator Loss: 1.0238
Epoch 1/2... Step: 2270... Discriminator Loss: 1.0067... Generator Loss: 0.6029
Epoch 1/2... Step: 2280... Discriminator Loss: 1.0550... Generator Loss: 0.5586
Epoch 1/2... Step: 2290... Discriminator Loss: 1.2452... Generator Loss: 0.5190
Epoch 1/2... Step: 2300... Discriminator Loss: 0.8534... Generator Loss: 0.7881
Cumulative Average Generator Loss / Discriminator Loss: 0.6450929641723633
Current Generator Loss / Discriminator Loss: 0.923470139503479
Epoch 1/2... Step: 2310... Discriminator Loss: 0.9703... Generator Loss: 0.6177
Epoch 1/2... Step: 2320... Discriminator Loss: 2.0027... Generator Loss: 0.1770
Epoch 1/2... Step: 2330... Discriminator Loss: 0.4791... Generator Loss: 1.2299
Epoch 1/2... Step: 2340... Discriminator Loss: 3.3680... Generator Loss: 0.0484
Epoch 1/2... Step: 2350... Discriminator Loss: 1.0073... Generator Loss: 0.6336
Epoch 1/2... Step: 2360... Discriminator Loss: 0.6588... Generator Loss: 1.0731
Epoch 1/2... Step: 2370... Discriminator Loss: 1.0063... Generator Loss: 0.6413
Epoch 1/2... Step: 2380... Discriminator Loss: 0.6061... Generator Loss: 1.9978
Epoch 1/2... Step: 2390... Discriminator Loss: 0.5683... Generator Loss: 0.9485
Epoch 1/2... Step: 2400... Discriminator Loss: 1.7766... Generator Loss: 0.2135
Cumulative Average Generator Loss / Discriminator Loss: 0.6435509324073792
Current Generator Loss / Discriminator Loss: 0.12017698585987091
Epoch 1/2... Step: 2410... Discriminator Loss: 2.5847... Generator Loss: 0.1091
Epoch 1/2... Step: 2420... Discriminator Loss: 1.3500... Generator Loss: 0.3463
Epoch 1/2... Step: 2430... Discriminator Loss: 2.0656... Generator Loss: 0.2032
Epoch 1/2... Step: 2440... Discriminator Loss: 1.3532... Generator Loss: 0.3795
Epoch 1/2... Step: 2450... Discriminator Loss: 1.2678... Generator Loss: 0.4067
Epoch 1/2... Step: 2460... Discriminator Loss: 0.6497... Generator Loss: 0.9438
Epoch 1/2... Step: 2470... Discriminator Loss: 1.8355... Generator Loss: 0.2340
Epoch 1/2... Step: 2480... Discriminator Loss: 0.5313... Generator Loss: 1.1292
Epoch 1/2... Step: 2490... Discriminator Loss: 0.5156... Generator Loss: 2.0829
Epoch 1/2... Step: 2500... Discriminator Loss: 1.9046... Generator Loss: 0.1869
Cumulative Average Generator Loss / Discriminator Loss: 0.6335850954055786
Current Generator Loss / Discriminator Loss: 0.09815360605716705
Epoch 1/2... Step: 2510... Discriminator Loss: 0.6747... Generator Loss: 1.0143
Epoch 1/2... Step: 2520... Discriminator Loss: 1.7107... Generator Loss: 0.3394
Epoch 1/2... Step: 2530... Discriminator Loss: 1.5602... Generator Loss: 0.3203
Epoch 1/2... Step: 2540... Discriminator Loss: 1.0864... Generator Loss: 0.5033
Epoch 1/2... Step: 2550... Discriminator Loss: 1.9700... Generator Loss: 0.1750
Epoch 1/2... Step: 2560... Discriminator Loss: 1.4521... Generator Loss: 0.3713
Epoch 1/2... Step: 2570... Discriminator Loss: 1.8782... Generator Loss: 0.2382
Epoch 1/2... Step: 2580... Discriminator Loss: 1.2343... Generator Loss: 0.4066
Epoch 1/2... Step: 2590... Discriminator Loss: 1.2853... Generator Loss: 0.3889
Epoch 1/2... Step: 2600... Discriminator Loss: 1.6117... Generator Loss: 0.3309
Cumulative Average Generator Loss / Discriminator Loss: 0.6176266670227051
Current Generator Loss / Discriminator Loss: 0.20533090829849243
Epoch 1/2... Step: 2610... Discriminator Loss: 0.8144... Generator Loss: 0.9754
Epoch 1/2... Step: 2620... Discriminator Loss: 0.5869... Generator Loss: 1.1383
Epoch 1/2... Step: 2630... Discriminator Loss: 1.3429... Generator Loss: 0.3501
Epoch 1/2... Step: 2640... Discriminator Loss: 0.2392... Generator Loss: 2.0610
Epoch 1/2... Step: 2650... Discriminator Loss: 0.9275... Generator Loss: 0.6401
Epoch 1/2... Step: 2660... Discriminator Loss: 1.4256... Generator Loss: 0.3211
Epoch 1/2... Step: 2670... Discriminator Loss: 0.7703... Generator Loss: 0.9241
Epoch 1/2... Step: 2680... Discriminator Loss: 1.1253... Generator Loss: 0.4653
Epoch 1/2... Step: 2690... Discriminator Loss: 1.4073... Generator Loss: 0.3837
Epoch 1/2... Step: 2700... Discriminator Loss: 0.5397... Generator Loss: 1.1879
Cumulative Average Generator Loss / Discriminator Loss: 0.6261152029037476
Current Generator Loss / Discriminator Loss: 2.2011444568634033
Epoch 1/2... Step: 2710... Discriminator Loss: 0.6716... Generator Loss: 0.8836
Epoch 1/2... Step: 2720... Discriminator Loss: 2.1557... Generator Loss: 0.1474
Epoch 1/2... Step: 2730... Discriminator Loss: 1.5315... Generator Loss: 0.2982
Epoch 1/2... Step: 2740... Discriminator Loss: 0.8826... Generator Loss: 0.7217
Epoch 1/2... Step: 2750... Discriminator Loss: 0.6865... Generator Loss: 1.0103
Epoch 1/2... Step: 2760... Discriminator Loss: 0.7251... Generator Loss: 1.7555
Epoch 1/2... Step: 2770... Discriminator Loss: 0.8003... Generator Loss: 0.7600
Epoch 1/2... Step: 2780... Discriminator Loss: 1.7466... Generator Loss: 0.2290
Epoch 1/2... Step: 2790... Discriminator Loss: 0.7623... Generator Loss: 1.3628
Epoch 1/2... Step: 2800... Discriminator Loss: 0.8507... Generator Loss: 0.7067
Cumulative Average Generator Loss / Discriminator Loss: 0.6293842792510986
Current Generator Loss / Discriminator Loss: 0.8307581543922424
Epoch 1/2... Step: 2810... Discriminator Loss: 1.6221... Generator Loss: 0.2690
Epoch 1/2... Step: 2820... Discriminator Loss: 0.6316... Generator Loss: 1.0413
Epoch 1/2... Step: 2830... Discriminator Loss: 0.6482... Generator Loss: 1.2046
Epoch 1/2... Step: 2840... Discriminator Loss: 0.9389... Generator Loss: 0.7907
Epoch 1/2... Step: 2850... Discriminator Loss: 0.7210... Generator Loss: 1.7179
Epoch 1/2... Step: 2860... Discriminator Loss: 0.5286... Generator Loss: 1.1393
Epoch 1/2... Step: 2870... Discriminator Loss: 1.4599... Generator Loss: 0.3106
Epoch 1/2... Step: 2880... Discriminator Loss: 1.1159... Generator Loss: 0.4817
Epoch 1/2... Step: 2890... Discriminator Loss: 0.5391... Generator Loss: 1.4326
Epoch 1/2... Step: 2900... Discriminator Loss: 0.6309... Generator Loss: 1.2948
Cumulative Average Generator Loss / Discriminator Loss: 0.6412645578384399
Current Generator Loss / Discriminator Loss: 2.0521435737609863
Epoch 1/2... Step: 2910... Discriminator Loss: 1.6267... Generator Loss: 0.2786
Epoch 1/2... Step: 2920... Discriminator Loss: 1.8694... Generator Loss: 0.2254
Epoch 1/2... Step: 2930... Discriminator Loss: 1.0582... Generator Loss: 0.5205
Epoch 1/2... Step: 2940... Discriminator Loss: 0.5837... Generator Loss: 2.5023
Epoch 1/2... Step: 2950... Discriminator Loss: 1.0185... Generator Loss: 0.5764
Epoch 1/2... Step: 2960... Discriminator Loss: 0.9855... Generator Loss: 0.6270
Epoch 1/2... Step: 2970... Discriminator Loss: 0.8916... Generator Loss: 0.7705
Epoch 1/2... Step: 2980... Discriminator Loss: 0.7172... Generator Loss: 0.8597
Epoch 1/2... Step: 2990... Discriminator Loss: 0.6410... Generator Loss: 1.0820
Epoch 1/2... Step: 3000... Discriminator Loss: 1.3427... Generator Loss: 0.3916
Cumulative Average Generator Loss / Discriminator Loss: 0.6439216732978821
Current Generator Loss / Discriminator Loss: 0.29167357087135315
Epoch 1/2... Step: 3010... Discriminator Loss: 1.8630... Generator Loss: 0.2217
Epoch 1/2... Step: 3020... Discriminator Loss: 1.1118... Generator Loss: 1.8793
Epoch 1/2... Step: 3030... Discriminator Loss: 1.3749... Generator Loss: 0.3977
Epoch 1/2... Step: 3040... Discriminator Loss: 0.9367... Generator Loss: 0.7469
Epoch 1/2... Step: 3050... Discriminator Loss: 0.9203... Generator Loss: 1.0569
Epoch 1/2... Step: 3060... Discriminator Loss: 0.4378... Generator Loss: 1.4653
Epoch 1/2... Step: 3070... Discriminator Loss: 0.5852... Generator Loss: 0.9959
Epoch 1/2... Step: 3080... Discriminator Loss: 1.4886... Generator Loss: 0.3907
Epoch 1/2... Step: 3090... Discriminator Loss: 0.9256... Generator Loss: 0.6227
Epoch 1/2... Step: 3100... Discriminator Loss: 2.6447... Generator Loss: 0.1068
Cumulative Average Generator Loss / Discriminator Loss: 0.6438425779342651
Current Generator Loss / Discriminator Loss: 0.040365900844335556
Epoch 1/2... Step: 3110... Discriminator Loss: 1.4127... Generator Loss: 0.3459
Epoch 1/2... Step: 3120... Discriminator Loss: 0.5621... Generator Loss: 1.1360
Epoch 1/2... Step: 3130... Discriminator Loss: 0.8263... Generator Loss: 1.4934
Epoch 1/2... Step: 3140... Discriminator Loss: 1.1769... Generator Loss: 0.4584
Epoch 1/2... Step: 3150... Discriminator Loss: 0.9774... Generator Loss: 0.6518
Epoch 1/2... Step: 3160... Discriminator Loss: 0.8610... Generator Loss: 0.6440
Epoch 1/2... Step: 3170... Discriminator Loss: 1.1910... Generator Loss: 0.4463
Epoch 1/2... Step: 3180... Discriminator Loss: 1.7177... Generator Loss: 0.2539
Epoch 1/2... Step: 3190... Discriminator Loss: 0.6874... Generator Loss: 1.5331
Epoch 1/2... Step: 3200... Discriminator Loss: 1.7369... Generator Loss: 0.2822
Cumulative Average Generator Loss / Discriminator Loss: 0.6440172791481018
Current Generator Loss / Discriminator Loss: 0.16249890625476837
Epoch 1/2... Step: 3210... Discriminator Loss: 0.8051... Generator Loss: 0.7810
Epoch 1/2... Step: 3220... Discriminator Loss: 0.6835... Generator Loss: 1.0363
Epoch 1/2... Step: 3230... Discriminator Loss: 0.7668... Generator Loss: 0.8572
Epoch 1/2... Step: 3240... Discriminator Loss: 1.0059... Generator Loss: 0.5309
Epoch 1/2... Step: 3250... Discriminator Loss: 1.5127... Generator Loss: 0.3238
Epoch 1/2... Step: 3260... Discriminator Loss: 0.9922... Generator Loss: 0.5923
Epoch 1/2... Step: 3270... Discriminator Loss: 0.5433... Generator Loss: 1.3612
Epoch 1/2... Step: 3280... Discriminator Loss: 2.4422... Generator Loss: 0.1150
Epoch 1/2... Step: 3290... Discriminator Loss: 0.5585... Generator Loss: 1.0887
Epoch 1/2... Step: 3300... Discriminator Loss: 0.6648... Generator Loss: 0.8912
Cumulative Average Generator Loss / Discriminator Loss: 0.6469669342041016
Current Generator Loss / Discriminator Loss: 1.3404359817504883
Epoch 1/2... Step: 3310... Discriminator Loss: 1.1262... Generator Loss: 0.4624
Epoch 1/2... Step: 3320... Discriminator Loss: 1.0613... Generator Loss: 0.5327
Epoch 1/2... Step: 3330... Discriminator Loss: 1.3134... Generator Loss: 0.3587
Epoch 1/2... Step: 3340... Discriminator Loss: 0.6198... Generator Loss: 0.9159
Epoch 1/2... Step: 3350... Discriminator Loss: 0.4114... Generator Loss: 3.0263
Epoch 1/2... Step: 3360... Discriminator Loss: 1.7087... Generator Loss: 0.2693
Epoch 1/2... Step: 3370... Discriminator Loss: 0.8338... Generator Loss: 0.6984
Epoch 1/2... Step: 3380... Discriminator Loss: 1.1400... Generator Loss: 0.4782
Epoch 1/2... Step: 3390... Discriminator Loss: 0.5021... Generator Loss: 1.0954
Epoch 1/2... Step: 3400... Discriminator Loss: 0.5876... Generator Loss: 1.0133
Cumulative Average Generator Loss / Discriminator Loss: 0.6540386080741882
Current Generator Loss / Discriminator Loss: 1.724589228630066
Epoch 1/2... Step: 3410... Discriminator Loss: 1.5359... Generator Loss: 0.3069
Epoch 1/2... Step: 3420... Discriminator Loss: 0.8421... Generator Loss: 0.7500
Epoch 1/2... Step: 3430... Discriminator Loss: 0.3537... Generator Loss: 1.8547
Epoch 1/2... Step: 3440... Discriminator Loss: 0.8182... Generator Loss: 0.7153
Epoch 1/2... Step: 3450... Discriminator Loss: 0.4633... Generator Loss: 3.7532
Epoch 1/2... Step: 3460... Discriminator Loss: 1.9116... Generator Loss: 0.2012
Epoch 1/2... Step: 3470... Discriminator Loss: 0.6696... Generator Loss: 2.3210
Epoch 1/2... Step: 3480... Discriminator Loss: 1.3000... Generator Loss: 0.3820
Epoch 1/2... Step: 3490... Discriminator Loss: 1.5089... Generator Loss: 0.3199
Epoch 1/2... Step: 3500... Discriminator Loss: 1.1740... Generator Loss: 0.4393
Cumulative Average Generator Loss / Discriminator Loss: 0.6640785932540894
Current Generator Loss / Discriminator Loss: 0.37419116497039795
Epoch 1/2... Step: 3510... Discriminator Loss: 0.5687... Generator Loss: 1.3686
Epoch 1/2... Step: 3520... Discriminator Loss: 0.7527... Generator Loss: 0.8215
Epoch 1/2... Step: 3530... Discriminator Loss: 0.7044... Generator Loss: 0.9664
Epoch 1/2... Step: 3540... Discriminator Loss: 1.3362... Generator Loss: 0.3960
Epoch 1/2... Step: 3550... Discriminator Loss: 1.9735... Generator Loss: 0.1628
Epoch 1/2... Step: 3560... Discriminator Loss: 2.2610... Generator Loss: 0.1280
Epoch 1/2... Step: 3570... Discriminator Loss: 1.0272... Generator Loss: 2.6685
Epoch 1/2... Step: 3580... Discriminator Loss: 1.0477... Generator Loss: 0.7897
Epoch 1/2... Step: 3590... Discriminator Loss: 0.6931... Generator Loss: 0.9668
Epoch 1/2... Step: 3600... Discriminator Loss: 1.6204... Generator Loss: 0.3061
Cumulative Average Generator Loss / Discriminator Loss: 0.6655339002609253
Current Generator Loss / Discriminator Loss: 0.18889175355434418
Epoch 1/2... Step: 3610... Discriminator Loss: 1.0554... Generator Loss: 0.5360
Epoch 1/2... Step: 3620... Discriminator Loss: 0.7900... Generator Loss: 0.7394
Epoch 1/2... Step: 3630... Discriminator Loss: 0.8263... Generator Loss: 0.6697
Epoch 1/2... Step: 3640... Discriminator Loss: 0.6178... Generator Loss: 1.1893
Epoch 1/2... Step: 3650... Discriminator Loss: 0.4792... Generator Loss: 1.1332
Epoch 1/2... Step: 3660... Discriminator Loss: 2.5430... Generator Loss: 0.1076
Epoch 1/2... Step: 3670... Discriminator Loss: 0.7703... Generator Loss: 0.7685
Epoch 1/2... Step: 3680... Discriminator Loss: 1.3218... Generator Loss: 0.3974
Epoch 1/2... Step: 3690... Discriminator Loss: 0.3038... Generator Loss: 1.8144
Epoch 1/2... Step: 3700... Discriminator Loss: 1.3214... Generator Loss: 0.4147
Cumulative Average Generator Loss / Discriminator Loss: 0.6680647730827332
Current Generator Loss / Discriminator Loss: 0.31387296319007874
Epoch 1/2... Step: 3710... Discriminator Loss: 0.6043... Generator Loss: 1.0610
Epoch 1/2... Step: 3720... Discriminator Loss: 0.5128... Generator Loss: 1.2127
Epoch 1/2... Step: 3730... Discriminator Loss: 1.3775... Generator Loss: 0.3131
Epoch 1/2... Step: 3740... Discriminator Loss: 0.8530... Generator Loss: 0.6283
Epoch 1/2... Step: 3750... Discriminator Loss: 0.8891... Generator Loss: 0.7392
Epoch 2/2... Step: 3760... Discriminator Loss: 0.8311... Generator Loss: 1.9281
Epoch 2/2... Step: 3770... Discriminator Loss: 0.9267... Generator Loss: 0.6342
Epoch 2/2... Step: 3780... Discriminator Loss: 0.5443... Generator Loss: 2.4497
Epoch 2/2... Step: 3790... Discriminator Loss: 0.5173... Generator Loss: 1.1091
Epoch 2/2... Step: 3800... Discriminator Loss: 0.8754... Generator Loss: 0.6819
Cumulative Average Generator Loss / Discriminator Loss: 0.6804463863372803
Current Generator Loss / Discriminator Loss: 0.7790408730506897
Epoch 2/2... Step: 3810... Discriminator Loss: 0.6966... Generator Loss: 1.9463
Epoch 2/2... Step: 3820... Discriminator Loss: 1.6007... Generator Loss: 0.2543
Epoch 2/2... Step: 3830... Discriminator Loss: 0.8437... Generator Loss: 0.6461
Epoch 2/2... Step: 3840... Discriminator Loss: 1.4958... Generator Loss: 0.3377
Epoch 2/2... Step: 3850... Discriminator Loss: 0.8855... Generator Loss: 0.6859
Epoch 2/2... Step: 3860... Discriminator Loss: 0.5794... Generator Loss: 1.0599
Epoch 2/2... Step: 3870... Discriminator Loss: 1.3884... Generator Loss: 0.3660
Epoch 2/2... Step: 3880... Discriminator Loss: 1.4058... Generator Loss: 0.3526
Epoch 2/2... Step: 3890... Discriminator Loss: 0.3138... Generator Loss: 2.0237
Epoch 2/2... Step: 3900... Discriminator Loss: 0.7336... Generator Loss: 0.8283
Cumulative Average Generator Loss / Discriminator Loss: 0.6842947602272034
Current Generator Loss / Discriminator Loss: 1.1290903091430664
Epoch 2/2... Step: 3910... Discriminator Loss: 1.7552... Generator Loss: 0.2392
Epoch 2/2... Step: 3920... Discriminator Loss: 0.8121... Generator Loss: 0.7295
Epoch 2/2... Step: 3930... Discriminator Loss: 1.5271... Generator Loss: 0.3084
Epoch 2/2... Step: 3940... Discriminator Loss: 0.8780... Generator Loss: 0.6269
Epoch 2/2... Step: 3950... Discriminator Loss: 0.5610... Generator Loss: 1.1099
Epoch 2/2... Step: 3960... Discriminator Loss: 2.1747... Generator Loss: 0.1530
Epoch 2/2... Step: 3970... Discriminator Loss: 0.6843... Generator Loss: 1.1073
Epoch 2/2... Step: 3980... Discriminator Loss: 2.7087... Generator Loss: 0.0857
Epoch 2/2... Step: 3990... Discriminator Loss: 0.9078... Generator Loss: 1.1626
Epoch 2/2... Step: 4000... Discriminator Loss: 0.6904... Generator Loss: 0.8360
Cumulative Average Generator Loss / Discriminator Loss: 0.6792644262313843
Current Generator Loss / Discriminator Loss: 1.2108848094940186
Epoch 2/2... Step: 4010... Discriminator Loss: 0.5325... Generator Loss: 1.0468
Epoch 2/2... Step: 4020... Discriminator Loss: 0.8484... Generator Loss: 0.6841
Epoch 2/2... Step: 4030... Discriminator Loss: 0.8040... Generator Loss: 1.0337
Epoch 2/2... Step: 4040... Discriminator Loss: 0.5644... Generator Loss: 1.2594
Epoch 2/2... Step: 4050... Discriminator Loss: 1.1538... Generator Loss: 0.4820
Epoch 2/2... Step: 4060... Discriminator Loss: 1.0950... Generator Loss: 2.7466
Epoch 2/2... Step: 4070... Discriminator Loss: 0.9175... Generator Loss: 0.6756
Epoch 2/2... Step: 4080... Discriminator Loss: 1.0505... Generator Loss: 1.8618
Epoch 2/2... Step: 4090... Discriminator Loss: 0.8419... Generator Loss: 0.9086
Epoch 2/2... Step: 4100... Discriminator Loss: 0.7844... Generator Loss: 0.7956
Cumulative Average Generator Loss / Discriminator Loss: 0.6912484765052795
Current Generator Loss / Discriminator Loss: 1.0142799615859985
Epoch 2/2... Step: 4110... Discriminator Loss: 0.4892... Generator Loss: 1.1191
Epoch 2/2... Step: 4120... Discriminator Loss: 0.5738... Generator Loss: 1.2942
Epoch 2/2... Step: 4130... Discriminator Loss: 0.5420... Generator Loss: 1.2068
Epoch 2/2... Step: 4140... Discriminator Loss: 0.5931... Generator Loss: 1.1348
Epoch 2/2... Step: 4150... Discriminator Loss: 1.3487... Generator Loss: 0.3633
Epoch 2/2... Step: 4160... Discriminator Loss: 1.2872... Generator Loss: 0.5050
Epoch 2/2... Step: 4170... Discriminator Loss: 1.5940... Generator Loss: 0.2760
Epoch 2/2... Step: 4180... Discriminator Loss: 1.1615... Generator Loss: 0.4875
Epoch 2/2... Step: 4190... Discriminator Loss: 1.6364... Generator Loss: 0.2505
Epoch 2/2... Step: 4200... Discriminator Loss: 0.6370... Generator Loss: 0.9131
Cumulative Average Generator Loss / Discriminator Loss: 0.6927687525749207
Current Generator Loss / Discriminator Loss: 1.4334875345230103
Epoch 2/2... Step: 4210... Discriminator Loss: 0.9549... Generator Loss: 0.6565
Epoch 2/2... Step: 4220... Discriminator Loss: 1.2173... Generator Loss: 0.4395
Epoch 2/2... Step: 4230... Discriminator Loss: 0.4310... Generator Loss: 1.3004
Epoch 2/2... Step: 4240... Discriminator Loss: 0.4921... Generator Loss: 1.1077
Epoch 2/2... Step: 4250... Discriminator Loss: 0.6865... Generator Loss: 0.8931
Epoch 2/2... Step: 4260... Discriminator Loss: 1.0872... Generator Loss: 0.6321
Epoch 2/2... Step: 4270... Discriminator Loss: 0.7565... Generator Loss: 0.7965
Epoch 2/2... Step: 4280... Discriminator Loss: 1.2929... Generator Loss: 0.4833
Epoch 2/2... Step: 4290... Discriminator Loss: 0.6706... Generator Loss: 1.0276
Epoch 2/2... Step: 4300... Discriminator Loss: 0.9151... Generator Loss: 0.6564
Cumulative Average Generator Loss / Discriminator Loss: 0.6970537304878235
Current Generator Loss / Discriminator Loss: 0.7173264026641846
Epoch 2/2... Step: 4310... Discriminator Loss: 1.4778... Generator Loss: 0.3336
Epoch 2/2... Step: 4320... Discriminator Loss: 0.5917... Generator Loss: 2.5945
Epoch 2/2... Step: 4330... Discriminator Loss: 1.1535... Generator Loss: 0.4963
Epoch 2/2... Step: 4340... Discriminator Loss: 1.4211... Generator Loss: 0.3537
Epoch 2/2... Step: 4350... Discriminator Loss: 0.3027... Generator Loss: 2.2476
Epoch 2/2... Step: 4360... Discriminator Loss: 1.9289... Generator Loss: 0.2281
Epoch 2/2... Step: 4370... Discriminator Loss: 0.5295... Generator Loss: 1.0825
Epoch 2/2... Step: 4380... Discriminator Loss: 1.6175... Generator Loss: 0.3249
Epoch 2/2... Step: 4390... Discriminator Loss: 0.8577... Generator Loss: 0.6668
Epoch 2/2... Step: 4400... Discriminator Loss: 0.9947... Generator Loss: 0.6674
Cumulative Average Generator Loss / Discriminator Loss: 0.6998759508132935
Current Generator Loss / Discriminator Loss: 0.6709305644035339
Epoch 2/2... Step: 4410... Discriminator Loss: 2.1116... Generator Loss: 0.1605
Epoch 2/2... Step: 4420... Discriminator Loss: 1.2397... Generator Loss: 0.4129
Epoch 2/2... Step: 4430... Discriminator Loss: 0.8625... Generator Loss: 0.6527
Epoch 2/2... Step: 4440... Discriminator Loss: 0.6829... Generator Loss: 1.0016
Epoch 2/2... Step: 4450... Discriminator Loss: 0.4810... Generator Loss: 1.1939
Epoch 2/2... Step: 4460... Discriminator Loss: 1.1155... Generator Loss: 0.5049
Epoch 2/2... Step: 4470... Discriminator Loss: 1.1077... Generator Loss: 0.4754
Epoch 2/2... Step: 4480... Discriminator Loss: 0.3426... Generator Loss: 1.7450
Epoch 2/2... Step: 4490... Discriminator Loss: 0.8687... Generator Loss: 0.7413
Epoch 2/2... Step: 4500... Discriminator Loss: 1.8773... Generator Loss: 0.1997
Cumulative Average Generator Loss / Discriminator Loss: 0.6991077065467834
Current Generator Loss / Discriminator Loss: 0.10635282099246979
Epoch 2/2... Step: 4510... Discriminator Loss: 0.8743... Generator Loss: 0.6631
Epoch 2/2... Step: 4520... Discriminator Loss: 0.8467... Generator Loss: 0.8329
Epoch 2/2... Step: 4530... Discriminator Loss: 1.2483... Generator Loss: 0.3736
Epoch 2/2... Step: 4540... Discriminator Loss: 0.6949... Generator Loss: 3.8548
Epoch 2/2... Step: 4550... Discriminator Loss: 1.9330... Generator Loss: 0.1966
Epoch 2/2... Step: 4560... Discriminator Loss: 0.6249... Generator Loss: 1.0182
Epoch 2/2... Step: 4570... Discriminator Loss: 0.2927... Generator Loss: 1.6982
Epoch 2/2... Step: 4580... Discriminator Loss: 1.1433... Generator Loss: 0.4509
Epoch 2/2... Step: 4590... Discriminator Loss: 0.5258... Generator Loss: 1.0620
Epoch 2/2... Step: 4600... Discriminator Loss: 1.8949... Generator Loss: 0.1874
Cumulative Average Generator Loss / Discriminator Loss: 0.7054119110107422
Current Generator Loss / Discriminator Loss: 0.09889644384384155
Epoch 2/2... Step: 4610... Discriminator Loss: 0.4393... Generator Loss: 1.6051
Epoch 2/2... Step: 4620... Discriminator Loss: 0.7406... Generator Loss: 0.8068
Epoch 2/2... Step: 4630... Discriminator Loss: 0.7599... Generator Loss: 0.7394
Epoch 2/2... Step: 4640... Discriminator Loss: 1.4393... Generator Loss: 0.3536
Epoch 2/2... Step: 4650... Discriminator Loss: 0.5221... Generator Loss: 1.1197
Epoch 2/2... Step: 4660... Discriminator Loss: 0.4296... Generator Loss: 1.4399
Epoch 2/2... Step: 4670... Discriminator Loss: 2.6250... Generator Loss: 0.0968
Epoch 2/2... Step: 4680... Discriminator Loss: 1.0891... Generator Loss: 0.5229
Epoch 2/2... Step: 4690... Discriminator Loss: 0.6509... Generator Loss: 1.1212
Epoch 2/2... Step: 4700... Discriminator Loss: 0.6337... Generator Loss: 1.1421
Cumulative Average Generator Loss / Discriminator Loss: 0.7098643779754639
Current Generator Loss / Discriminator Loss: 1.8022359609603882
Epoch 2/2... Step: 4710... Discriminator Loss: 0.9088... Generator Loss: 0.6447
Epoch 2/2... Step: 4720... Discriminator Loss: 1.2132... Generator Loss: 0.4164
Epoch 2/2... Step: 4730... Discriminator Loss: 1.8478... Generator Loss: 0.2072
Epoch 2/2... Step: 4740... Discriminator Loss: 1.8460... Generator Loss: 0.2652
Epoch 2/2... Step: 4750... Discriminator Loss: 0.4352... Generator Loss: 1.2494
Epoch 2/2... Step: 4760... Discriminator Loss: 0.4754... Generator Loss: 1.5443
Epoch 2/2... Step: 4770... Discriminator Loss: 2.2902... Generator Loss: 0.1412
Epoch 2/2... Step: 4780... Discriminator Loss: 0.7088... Generator Loss: 1.3894
Epoch 2/2... Step: 4790... Discriminator Loss: 1.3402... Generator Loss: 0.4060
Epoch 2/2... Step: 4800... Discriminator Loss: 0.5674... Generator Loss: 1.0581
Cumulative Average Generator Loss / Discriminator Loss: 0.7081409096717834
Current Generator Loss / Discriminator Loss: 1.8647583723068237
Epoch 2/2... Step: 4810... Discriminator Loss: 1.1675... Generator Loss: 0.4777
Epoch 2/2... Step: 4820... Discriminator Loss: 0.5476... Generator Loss: 0.9720
Epoch 2/2... Step: 4830... Discriminator Loss: 0.8584... Generator Loss: 0.6656
Epoch 2/2... Step: 4840... Discriminator Loss: 0.5142... Generator Loss: 1.0270
Epoch 2/2... Step: 4850... Discriminator Loss: 0.9617... Generator Loss: 0.6125
Epoch 2/2... Step: 4860... Discriminator Loss: 0.9186... Generator Loss: 0.6724
Epoch 2/2... Step: 4870... Discriminator Loss: 1.2055... Generator Loss: 0.4533
Epoch 2/2... Step: 4880... Discriminator Loss: 0.3473... Generator Loss: 1.7173
Epoch 2/2... Step: 4890... Discriminator Loss: 1.0868... Generator Loss: 0.5225
Epoch 2/2... Step: 4900... Discriminator Loss: 1.4204... Generator Loss: 0.3779
Cumulative Average Generator Loss / Discriminator Loss: 0.7101426124572754
Current Generator Loss / Discriminator Loss: 0.26602140069007874
Epoch 2/2... Step: 4910... Discriminator Loss: 2.5094... Generator Loss: 0.1142
Epoch 2/2... Step: 4920... Discriminator Loss: 1.4309... Generator Loss: 0.3402
Epoch 2/2... Step: 4930... Discriminator Loss: 0.8333... Generator Loss: 0.6235
Epoch 2/2... Step: 4940... Discriminator Loss: 0.9195... Generator Loss: 2.8627
Epoch 2/2... Step: 4950... Discriminator Loss: 0.5701... Generator Loss: 1.1992
Epoch 2/2... Step: 4960... Discriminator Loss: 0.8241... Generator Loss: 0.8193
Epoch 2/2... Step: 4970... Discriminator Loss: 2.7455... Generator Loss: 0.0958
Epoch 2/2... Step: 4980... Discriminator Loss: 2.5016... Generator Loss: 6.0184
Epoch 2/2... Step: 4990... Discriminator Loss: 0.6724... Generator Loss: 0.9944
Epoch 2/2... Step: 5000... Discriminator Loss: 0.9789... Generator Loss: 0.5698
Cumulative Average Generator Loss / Discriminator Loss: 0.7166891694068909
Current Generator Loss / Discriminator Loss: 0.582140326499939
Epoch 2/2... Step: 5010... Discriminator Loss: 0.9732... Generator Loss: 0.5497
Epoch 2/2... Step: 5020... Discriminator Loss: 1.6345... Generator Loss: 4.8368
Epoch 2/2... Step: 5030... Discriminator Loss: 0.4584... Generator Loss: 1.3494
Epoch 2/2... Step: 5040... Discriminator Loss: 0.7565... Generator Loss: 0.9423
Epoch 2/2... Step: 5050... Discriminator Loss: 1.6145... Generator Loss: 0.2574
Epoch 2/2... Step: 5060... Discriminator Loss: 0.6145... Generator Loss: 2.0736
Epoch 2/2... Step: 5070... Discriminator Loss: 1.2632... Generator Loss: 0.3953
Epoch 2/2... Step: 5080... Discriminator Loss: 0.7467... Generator Loss: 0.7833
Epoch 2/2... Step: 5090... Discriminator Loss: 0.6068... Generator Loss: 0.9560
Epoch 2/2... Step: 5100... Discriminator Loss: 0.8296... Generator Loss: 0.8189
Cumulative Average Generator Loss / Discriminator Loss: 0.7273837327957153
Current Generator Loss / Discriminator Loss: 0.9870598912239075
Epoch 2/2... Step: 5110... Discriminator Loss: 0.5577... Generator Loss: 1.0585
Epoch 2/2... Step: 5120... Discriminator Loss: 1.6497... Generator Loss: 0.2798
Epoch 2/2... Step: 5130... Discriminator Loss: 0.9505... Generator Loss: 0.6166
Epoch 2/2... Step: 5140... Discriminator Loss: 1.0217... Generator Loss: 4.2422
Epoch 2/2... Step: 5150... Discriminator Loss: 0.6718... Generator Loss: 0.9249
Epoch 2/2... Step: 5160... Discriminator Loss: 1.7803... Generator Loss: 0.2119
Epoch 2/2... Step: 5170... Discriminator Loss: 0.6455... Generator Loss: 1.0046
Epoch 2/2... Step: 5180... Discriminator Loss: 1.0778... Generator Loss: 0.5810
Epoch 2/2... Step: 5190... Discriminator Loss: 0.8923... Generator Loss: 0.6290
Epoch 2/2... Step: 5200... Discriminator Loss: 1.8535... Generator Loss: 0.2094
Cumulative Average Generator Loss / Discriminator Loss: 0.730252742767334
Current Generator Loss / Discriminator Loss: 0.11297497898340225
Epoch 2/2... Step: 5210... Discriminator Loss: 1.0055... Generator Loss: 0.5200
Epoch 2/2... Step: 5220... Discriminator Loss: 0.4597... Generator Loss: 2.9850
Epoch 2/2... Step: 5230... Discriminator Loss: 1.1433... Generator Loss: 0.4484
Epoch 2/2... Step: 5240... Discriminator Loss: 1.0939... Generator Loss: 0.4738
Epoch 2/2... Step: 5250... Discriminator Loss: 0.8142... Generator Loss: 3.0519
Epoch 2/2... Step: 5260... Discriminator Loss: 0.8003... Generator Loss: 0.7354
Epoch 2/2... Step: 5270... Discriminator Loss: 0.9086... Generator Loss: 1.5585
Epoch 2/2... Step: 5280... Discriminator Loss: 0.4801... Generator Loss: 1.2598
Epoch 2/2... Step: 5290... Discriminator Loss: 1.8787... Generator Loss: 0.2256
Epoch 2/2... Step: 5300... Discriminator Loss: 1.9143... Generator Loss: 0.2266
Cumulative Average Generator Loss / Discriminator Loss: 0.7366471290588379
Current Generator Loss / Discriminator Loss: 0.11839888244867325
Epoch 2/2... Step: 5310... Discriminator Loss: 0.9880... Generator Loss: 0.6035
Epoch 2/2... Step: 5320... Discriminator Loss: 0.8887... Generator Loss: 0.7061
Epoch 2/2... Step: 5330... Discriminator Loss: 1.0479... Generator Loss: 0.5341
Epoch 2/2... Step: 5340... Discriminator Loss: 0.8072... Generator Loss: 0.8648
Epoch 2/2... Step: 5350... Discriminator Loss: 0.7092... Generator Loss: 0.8725
Epoch 2/2... Step: 5360... Discriminator Loss: 0.7975... Generator Loss: 0.7185
Epoch 2/2... Step: 5370... Discriminator Loss: 0.3989... Generator Loss: 1.2334
Epoch 2/2... Step: 5380... Discriminator Loss: 1.8716... Generator Loss: 0.1926
Epoch 2/2... Step: 5390... Discriminator Loss: 0.3551... Generator Loss: 1.3027
Epoch 2/2... Step: 5400... Discriminator Loss: 0.8559... Generator Loss: 0.7892
Cumulative Average Generator Loss / Discriminator Loss: 0.7389474511146545
Current Generator Loss / Discriminator Loss: 0.921966016292572
Epoch 2/2... Step: 5410... Discriminator Loss: 1.9128... Generator Loss: 0.1980
Epoch 2/2... Step: 5420... Discriminator Loss: 0.6157... Generator Loss: 0.9709
Epoch 2/2... Step: 5430... Discriminator Loss: 1.7406... Generator Loss: 0.2260
Epoch 2/2... Step: 5440... Discriminator Loss: 1.0949... Generator Loss: 4.1049
Epoch 2/2... Step: 5450... Discriminator Loss: 0.3270... Generator Loss: 1.5610
Epoch 2/2... Step: 5460... Discriminator Loss: 1.3400... Generator Loss: 0.3358
Epoch 2/2... Step: 5470... Discriminator Loss: 0.8109... Generator Loss: 0.6800
Epoch 2/2... Step: 5480... Discriminator Loss: 0.4330... Generator Loss: 1.4614
Epoch 2/2... Step: 5490... Discriminator Loss: 3.2707... Generator Loss: 0.0489
Epoch 2/2... Step: 5500... Discriminator Loss: 0.9275... Generator Loss: 0.6360
Cumulative Average Generator Loss / Discriminator Loss: 0.7405741214752197
Current Generator Loss / Discriminator Loss: 0.685681164264679
Epoch 2/2... Step: 5510... Discriminator Loss: 1.1929... Generator Loss: 3.2933
Epoch 2/2... Step: 5520... Discriminator Loss: 0.9125... Generator Loss: 0.7224
Epoch 2/2... Step: 5530... Discriminator Loss: 1.9086... Generator Loss: 0.2278
Epoch 2/2... Step: 5540... Discriminator Loss: 0.4693... Generator Loss: 1.2470
Epoch 2/2... Step: 5550... Discriminator Loss: 2.2639... Generator Loss: 0.1506
Epoch 2/2... Step: 5560... Discriminator Loss: 0.5675... Generator Loss: 0.9886
Epoch 2/2... Step: 5570... Discriminator Loss: 1.3558... Generator Loss: 0.3767
Epoch 2/2... Step: 5580... Discriminator Loss: 0.8191... Generator Loss: 0.7219
Epoch 2/2... Step: 5590... Discriminator Loss: 1.0976... Generator Loss: 0.5639
Epoch 2/2... Step: 5600... Discriminator Loss: 1.3153... Generator Loss: 0.3755
Cumulative Average Generator Loss / Discriminator Loss: 0.740341067314148
Current Generator Loss / Discriminator Loss: 0.28548961877822876
Epoch 2/2... Step: 5610... Discriminator Loss: 2.7368... Generator Loss: 0.0858
Epoch 2/2... Step: 5620... Discriminator Loss: 2.3270... Generator Loss: 0.1481
Epoch 2/2... Step: 5630... Discriminator Loss: 0.7598... Generator Loss: 0.8255
Epoch 2/2... Step: 5640... Discriminator Loss: 1.1869... Generator Loss: 0.4296
Epoch 2/2... Step: 5650... Discriminator Loss: 1.4816... Generator Loss: 0.3267
Epoch 2/2... Step: 5660... Discriminator Loss: 2.1271... Generator Loss: 0.1571
Epoch 2/2... Step: 5670... Discriminator Loss: 2.0074... Generator Loss: 0.1879
Epoch 2/2... Step: 5680... Discriminator Loss: 3.1419... Generator Loss: 0.0794
Epoch 2/2... Step: 5690... Discriminator Loss: 0.6605... Generator Loss: 1.0122
Epoch 2/2... Step: 5700... Discriminator Loss: 0.9190... Generator Loss: 0.7115
Cumulative Average Generator Loss / Discriminator Loss: 0.7266299724578857
Current Generator Loss / Discriminator Loss: 0.774174153804779
Epoch 2/2... Step: 5710... Discriminator Loss: 0.5417... Generator Loss: 1.0257
Epoch 2/2... Step: 5720... Discriminator Loss: 2.9042... Generator Loss: 0.0733
Epoch 2/2... Step: 5730... Discriminator Loss: 1.0048... Generator Loss: 0.5711
Epoch 2/2... Step: 5740... Discriminator Loss: 0.1443... Generator Loss: 2.6385
Epoch 2/2... Step: 5750... Discriminator Loss: 0.1544... Generator Loss: 3.4811
Epoch 2/2... Step: 5760... Discriminator Loss: 0.4568... Generator Loss: 1.8050
Epoch 2/2... Step: 5770... Discriminator Loss: 0.4648... Generator Loss: 1.1045
Epoch 2/2... Step: 5780... Discriminator Loss: 0.5265... Generator Loss: 1.1062
Epoch 2/2... Step: 5790... Discriminator Loss: 0.9469... Generator Loss: 0.6418
Epoch 2/2... Step: 5800... Discriminator Loss: 0.9052... Generator Loss: 0.6910
Cumulative Average Generator Loss / Discriminator Loss: 0.737747073173523
Current Generator Loss / Discriminator Loss: 0.7633390426635742
Epoch 2/2... Step: 5810... Discriminator Loss: 0.6008... Generator Loss: 1.8246
Epoch 2/2... Step: 5820... Discriminator Loss: 1.5488... Generator Loss: 0.3076
Epoch 2/2... Step: 5830... Discriminator Loss: 0.4335... Generator Loss: 1.2353
Epoch 2/2... Step: 5840... Discriminator Loss: 0.7102... Generator Loss: 0.8029
Epoch 2/2... Step: 5850... Discriminator Loss: 1.0957... Generator Loss: 0.4925
Epoch 2/2... Step: 5860... Discriminator Loss: 0.6705... Generator Loss: 1.1554
Epoch 2/2... Step: 5870... Discriminator Loss: 0.7245... Generator Loss: 2.4065
Epoch 2/2... Step: 5880... Discriminator Loss: 0.5185... Generator Loss: 3.2050
Epoch 2/2... Step: 5890... Discriminator Loss: 2.7923... Generator Loss: 0.0746
Epoch 2/2... Step: 5900... Discriminator Loss: 0.8496... Generator Loss: 0.8921
Cumulative Average Generator Loss / Discriminator Loss: 0.7453492879867554
Current Generator Loss / Discriminator Loss: 1.0500478744506836
Epoch 2/2... Step: 5910... Discriminator Loss: 1.6163... Generator Loss: 0.2473
Epoch 2/2... Step: 5920... Discriminator Loss: 0.8137... Generator Loss: 0.6687
Epoch 2/2... Step: 5930... Discriminator Loss: 0.4982... Generator Loss: 1.0882
Epoch 2/2... Step: 5940... Discriminator Loss: 0.9693... Generator Loss: 3.5766
Epoch 2/2... Step: 5950... Discriminator Loss: 1.9234... Generator Loss: 0.2119
Epoch 2/2... Step: 5960... Discriminator Loss: 0.8736... Generator Loss: 0.6379
Epoch 2/2... Step: 5970... Discriminator Loss: 1.5986... Generator Loss: 0.2958
Epoch 2/2... Step: 5980... Discriminator Loss: 0.5111... Generator Loss: 1.2307
Epoch 2/2... Step: 5990... Discriminator Loss: 0.5982... Generator Loss: 0.9861
Epoch 2/2... Step: 6000... Discriminator Loss: 0.5755... Generator Loss: 1.3335
Cumulative Average Generator Loss / Discriminator Loss: 0.7495524287223816
Current Generator Loss / Discriminator Loss: 2.3169286251068115
Epoch 2/2... Step: 6010... Discriminator Loss: 1.5027... Generator Loss: 0.3742
Epoch 2/2... Step: 6020... Discriminator Loss: 1.4852... Generator Loss: 0.3596
Epoch 2/2... Step: 6030... Discriminator Loss: 1.3829... Generator Loss: 0.3776
Epoch 2/2... Step: 6040... Discriminator Loss: 0.6987... Generator Loss: 0.9063
Epoch 2/2... Step: 6050... Discriminator Loss: 1.7337... Generator Loss: 0.2491
Epoch 2/2... Step: 6060... Discriminator Loss: 0.6375... Generator Loss: 0.8386
Epoch 2/2... Step: 6070... Discriminator Loss: 1.2454... Generator Loss: 0.3730
Epoch 2/2... Step: 6080... Discriminator Loss: 0.9117... Generator Loss: 0.5961
Epoch 2/2... Step: 6090... Discriminator Loss: 2.5746... Generator Loss: 0.1022
Epoch 2/2... Step: 6100... Discriminator Loss: 0.8873... Generator Loss: 0.6510
Cumulative Average Generator Loss / Discriminator Loss: 0.7423482537269592
Current Generator Loss / Discriminator Loss: 0.7336739301681519
Epoch 2/2... Step: 6110... Discriminator Loss: 0.4128... Generator Loss: 1.2019
Epoch 2/2... Step: 6120... Discriminator Loss: 0.4016... Generator Loss: 4.0406
Epoch 2/2... Step: 6130... Discriminator Loss: 1.0978... Generator Loss: 0.4629
Epoch 2/2... Step: 6140... Discriminator Loss: 0.4324... Generator Loss: 1.4906
Epoch 2/2... Step: 6150... Discriminator Loss: 0.6485... Generator Loss: 0.8771
Epoch 2/2... Step: 6160... Discriminator Loss: 1.0452... Generator Loss: 0.6138
Epoch 2/2... Step: 6170... Discriminator Loss: 1.2936... Generator Loss: 0.3953
Epoch 2/2... Step: 6180... Discriminator Loss: 2.4102... Generator Loss: 0.1325
Epoch 2/2... Step: 6190... Discriminator Loss: 0.5804... Generator Loss: 1.0885
Epoch 2/2... Step: 6200... Discriminator Loss: 0.3523... Generator Loss: 2.5028
Cumulative Average Generator Loss / Discriminator Loss: 0.7514776587486267
Current Generator Loss / Discriminator Loss: 7.104520797729492
Epoch 2/2... Step: 6210... Discriminator Loss: 1.0799... Generator Loss: 0.5916
Epoch 2/2... Step: 6220... Discriminator Loss: 2.3289... Generator Loss: 0.1379
Epoch 2/2... Step: 6230... Discriminator Loss: 3.5179... Generator Loss: 0.0409
Epoch 2/2... Step: 6240... Discriminator Loss: 0.7689... Generator Loss: 0.8284
Epoch 2/2... Step: 6250... Discriminator Loss: 1.3189... Generator Loss: 0.3963
Epoch 2/2... Step: 6260... Discriminator Loss: 0.2940... Generator Loss: 2.5552
Epoch 2/2... Step: 6270... Discriminator Loss: 0.8093... Generator Loss: 0.7451
Epoch 2/2... Step: 6280... Discriminator Loss: 1.0634... Generator Loss: 0.5485
Epoch 2/2... Step: 6290... Discriminator Loss: 0.9541... Generator Loss: 0.6431
Epoch 2/2... Step: 6300... Discriminator Loss: 1.1535... Generator Loss: 3.1761
Cumulative Average Generator Loss / Discriminator Loss: 0.7510231733322144
Current Generator Loss / Discriminator Loss: 2.75353741645813
Epoch 2/2... Step: 6310... Discriminator Loss: 2.1531... Generator Loss: 0.1878
Epoch 2/2... Step: 6320... Discriminator Loss: 0.3846... Generator Loss: 1.7251
Epoch 2/2... Step: 6330... Discriminator Loss: 0.5589... Generator Loss: 1.1074
Epoch 2/2... Step: 6340... Discriminator Loss: 2.9694... Generator Loss: 0.0841
Epoch 2/2... Step: 6350... Discriminator Loss: 0.7874... Generator Loss: 0.8716
Epoch 2/2... Step: 6360... Discriminator Loss: 2.4668... Generator Loss: 0.1380
Epoch 2/2... Step: 6370... Discriminator Loss: 0.5566... Generator Loss: 0.9924
Epoch 2/2... Step: 6380... Discriminator Loss: 1.1430... Generator Loss: 0.4355
Epoch 2/2... Step: 6390... Discriminator Loss: 0.3323... Generator Loss: 1.6355
Epoch 2/2... Step: 6400... Discriminator Loss: 0.6164... Generator Loss: 3.2555
Cumulative Average Generator Loss / Discriminator Loss: 0.7530218362808228
Current Generator Loss / Discriminator Loss: 5.2811102867126465
Epoch 2/2... Step: 6410... Discriminator Loss: 1.1863... Generator Loss: 0.5375
Epoch 2/2... Step: 6420... Discriminator Loss: 0.2193... Generator Loss: 2.1502
Epoch 2/2... Step: 6430... Discriminator Loss: 1.0083... Generator Loss: 0.5546
Epoch 2/2... Step: 6440... Discriminator Loss: 1.6117... Generator Loss: 0.2672
Epoch 2/2... Step: 6450... Discriminator Loss: 1.0822... Generator Loss: 0.5388
Epoch 2/2... Step: 6460... Discriminator Loss: 1.0429... Generator Loss: 2.7978
Epoch 2/2... Step: 6470... Discriminator Loss: 0.8040... Generator Loss: 0.6728
Epoch 2/2... Step: 6480... Discriminator Loss: 0.5530... Generator Loss: 2.7765
Epoch 2/2... Step: 6490... Discriminator Loss: 0.4106... Generator Loss: 1.3112
Epoch 2/2... Step: 6500... Discriminator Loss: 1.0328... Generator Loss: 0.5291
Cumulative Average Generator Loss / Discriminator Loss: 0.7603973746299744
Current Generator Loss / Discriminator Loss: 0.51229327917099
Epoch 2/2... Step: 6510... Discriminator Loss: 0.8367... Generator Loss: 0.6603
Epoch 2/2... Step: 6520... Discriminator Loss: 0.4988... Generator Loss: 1.3253
Epoch 2/2... Step: 6530... Discriminator Loss: 1.6562... Generator Loss: 0.3195
Epoch 2/2... Step: 6540... Discriminator Loss: 0.9355... Generator Loss: 0.6302
Epoch 2/2... Step: 6550... Discriminator Loss: 1.0122... Generator Loss: 0.6290
Epoch 2/2... Step: 6560... Discriminator Loss: 1.1301... Generator Loss: 0.4052
Epoch 2/2... Step: 6570... Discriminator Loss: 1.0763... Generator Loss: 0.5110
Epoch 2/2... Step: 6580... Discriminator Loss: 0.6587... Generator Loss: 0.8894
Epoch 2/2... Step: 6590... Discriminator Loss: 1.8518... Generator Loss: 6.3982
Epoch 2/2... Step: 6600... Discriminator Loss: 0.8809... Generator Loss: 0.6804
Cumulative Average Generator Loss / Discriminator Loss: 0.7663754820823669
Current Generator Loss / Discriminator Loss: 0.7723838686943054
Epoch 2/2... Step: 6610... Discriminator Loss: 0.4932... Generator Loss: 1.4048
Epoch 2/2... Step: 6620... Discriminator Loss: 0.4738... Generator Loss: 1.1489
Epoch 2/2... Step: 6630... Discriminator Loss: 0.4707... Generator Loss: 1.1841
Epoch 2/2... Step: 6640... Discriminator Loss: 0.6054... Generator Loss: 0.9270
Epoch 2/2... Step: 6650... Discriminator Loss: 0.8304... Generator Loss: 0.8509
Epoch 2/2... Step: 6660... Discriminator Loss: 0.5579... Generator Loss: 1.0788
Epoch 2/2... Step: 6670... Discriminator Loss: 1.4667... Generator Loss: 0.3942
Epoch 2/2... Step: 6680... Discriminator Loss: 0.6698... Generator Loss: 0.9361
Epoch 2/2... Step: 6690... Discriminator Loss: 0.9387... Generator Loss: 5.5724
Epoch 2/2... Step: 6700... Discriminator Loss: 1.2093... Generator Loss: 0.4584
Cumulative Average Generator Loss / Discriminator Loss: 0.7771016955375671
Current Generator Loss / Discriminator Loss: 0.3790875971317291
Epoch 2/2... Step: 6710... Discriminator Loss: 1.0928... Generator Loss: 0.4594
Epoch 2/2... Step: 6720... Discriminator Loss: 0.8491... Generator Loss: 0.6665
Epoch 2/2... Step: 6730... Discriminator Loss: 1.2696... Generator Loss: 0.4038
Epoch 2/2... Step: 6740... Discriminator Loss: 0.7600... Generator Loss: 0.7842
Epoch 2/2... Step: 6750... Discriminator Loss: 1.8630... Generator Loss: 0.3170
Epoch 2/2... Step: 6760... Discriminator Loss: 1.2306... Generator Loss: 0.5517
Epoch 2/2... Step: 6770... Discriminator Loss: 0.3325... Generator Loss: 1.5286
Epoch 2/2... Step: 6780... Discriminator Loss: 0.7662... Generator Loss: 4.0253
Epoch 2/2... Step: 6790... Discriminator Loss: 1.1349... Generator Loss: 0.4489
Epoch 2/2... Step: 6800... Discriminator Loss: 0.5388... Generator Loss: 1.2024
Cumulative Average Generator Loss / Discriminator Loss: 0.7807126045227051
Current Generator Loss / Discriminator Loss: 2.2316811084747314
Epoch 2/2... Step: 6810... Discriminator Loss: 1.5636... Generator Loss: 0.3728
Epoch 2/2... Step: 6820... Discriminator Loss: 0.7456... Generator Loss: 0.9441
Epoch 2/2... Step: 6830... Discriminator Loss: 1.4631... Generator Loss: 0.3003
Epoch 2/2... Step: 6840... Discriminator Loss: 0.5848... Generator Loss: 0.9158
Epoch 2/2... Step: 6850... Discriminator Loss: 1.3857... Generator Loss: 0.4329
Epoch 2/2... Step: 6860... Discriminator Loss: 2.1552... Generator Loss: 0.2209
Epoch 2/2... Step: 6870... Discriminator Loss: 0.3767... Generator Loss: 4.8314
Epoch 2/2... Step: 6880... Discriminator Loss: 1.0583... Generator Loss: 0.5321
Epoch 2/2... Step: 6890... Discriminator Loss: 1.1385... Generator Loss: 0.4561
Epoch 2/2... Step: 6900... Discriminator Loss: 0.1427... Generator Loss: 2.3447
Cumulative Average Generator Loss / Discriminator Loss: 0.7846913933753967
Current Generator Loss / Discriminator Loss: 16.435535430908203
Epoch 2/2... Step: 6910... Discriminator Loss: 0.9890... Generator Loss: 0.5441
Epoch 2/2... Step: 6920... Discriminator Loss: 0.9504... Generator Loss: 0.8362
Epoch 2/2... Step: 6930... Discriminator Loss: 0.8849... Generator Loss: 0.6822
Epoch 2/2... Step: 6940... Discriminator Loss: 0.3104... Generator Loss: 1.8352
Epoch 2/2... Step: 6950... Discriminator Loss: 0.4690... Generator Loss: 1.3148
Epoch 2/2... Step: 6960... Discriminator Loss: 0.4475... Generator Loss: 1.6619
Epoch 2/2... Step: 6970... Discriminator Loss: 0.6601... Generator Loss: 0.9035
Epoch 2/2... Step: 6980... Discriminator Loss: 0.7745... Generator Loss: 0.7969
Epoch 2/2... Step: 6990... Discriminator Loss: 1.0364... Generator Loss: 0.5604
Epoch 2/2... Step: 7000... Discriminator Loss: 2.4609... Generator Loss: 0.1171
Cumulative Average Generator Loss / Discriminator Loss: 0.7875188589096069
Current Generator Loss / Discriminator Loss: 0.047591082751750946
Epoch 2/2... Step: 7010... Discriminator Loss: 0.8640... Generator Loss: 0.6739
Epoch 2/2... Step: 7020... Discriminator Loss: 0.8210... Generator Loss: 0.7879
Epoch 2/2... Step: 7030... Discriminator Loss: 0.6868... Generator Loss: 0.8732
Epoch 2/2... Step: 7040... Discriminator Loss: 0.1924... Generator Loss: 2.0890
Epoch 2/2... Step: 7050... Discriminator Loss: 0.5232... Generator Loss: 1.0212
Epoch 2/2... Step: 7060... Discriminator Loss: 2.7678... Generator Loss: 0.0744
Epoch 2/2... Step: 7070... Discriminator Loss: 0.9232... Generator Loss: 0.6672
Epoch 2/2... Step: 7080... Discriminator Loss: 0.4838... Generator Loss: 1.1970
Epoch 2/2... Step: 7090... Discriminator Loss: 1.0825... Generator Loss: 0.5039
Epoch 2/2... Step: 7100... Discriminator Loss: 0.1574... Generator Loss: 3.7689
Cumulative Average Generator Loss / Discriminator Loss: 0.7938166856765747
Current Generator Loss / Discriminator Loss: 23.94062042236328
Epoch 2/2... Step: 7110... Discriminator Loss: 0.6075... Generator Loss: 1.0744
Epoch 2/2... Step: 7120... Discriminator Loss: 0.5200... Generator Loss: 1.2317
Epoch 2/2... Step: 7130... Discriminator Loss: 0.3147... Generator Loss: 1.6091
Epoch 2/2... Step: 7140... Discriminator Loss: 0.4526... Generator Loss: 1.6582
Epoch 2/2... Step: 7150... Discriminator Loss: 3.1634... Generator Loss: 0.0529
Epoch 2/2... Step: 7160... Discriminator Loss: 0.6824... Generator Loss: 1.0350
Epoch 2/2... Step: 7170... Discriminator Loss: 0.6006... Generator Loss: 1.0047
Epoch 2/2... Step: 7180... Discriminator Loss: 1.2149... Generator Loss: 0.4379
Epoch 2/2... Step: 7190... Discriminator Loss: 2.1567... Generator Loss: 0.1415
Epoch 2/2... Step: 7200... Discriminator Loss: 0.9114... Generator Loss: 0.6533
Cumulative Average Generator Loss / Discriminator Loss: 0.7943992614746094
Current Generator Loss / Discriminator Loss: 0.716797947883606
Epoch 2/2... Step: 7210... Discriminator Loss: 1.0206... Generator Loss: 0.5625
Epoch 2/2... Step: 7220... Discriminator Loss: 0.5977... Generator Loss: 1.2055
Epoch 2/2... Step: 7230... Discriminator Loss: 0.6589... Generator Loss: 0.9291
Epoch 2/2... Step: 7240... Discriminator Loss: 1.2746... Generator Loss: 0.4313
Epoch 2/2... Step: 7250... Discriminator Loss: 0.6474... Generator Loss: 0.9801
Epoch 2/2... Step: 7260... Discriminator Loss: 1.8057... Generator Loss: 0.2328
Epoch 2/2... Step: 7270... Discriminator Loss: 0.4459... Generator Loss: 1.4012
Epoch 2/2... Step: 7280... Discriminator Loss: 1.0120... Generator Loss: 0.5409
Epoch 2/2... Step: 7290... Discriminator Loss: 1.1393... Generator Loss: 0.4749
Epoch 2/2... Step: 7300... Discriminator Loss: 2.0079... Generator Loss: 0.1969
Cumulative Average Generator Loss / Discriminator Loss: 0.7925779819488525
Current Generator Loss / Discriminator Loss: 0.09805278480052948
Epoch 2/2... Step: 7310... Discriminator Loss: 2.1217... Generator Loss: 0.1593
Epoch 2/2... Step: 7320... Discriminator Loss: 0.4940... Generator Loss: 1.0753
Epoch 2/2... Step: 7330... Discriminator Loss: 0.5414... Generator Loss: 1.4922
Epoch 2/2... Step: 7340... Discriminator Loss: 0.8417... Generator Loss: 0.7421
Epoch 2/2... Step: 7350... Discriminator Loss: 0.7460... Generator Loss: 0.7111
Epoch 2/2... Step: 7360... Discriminator Loss: 1.0733... Generator Loss: 0.4641
Epoch 2/2... Step: 7370... Discriminator Loss: 0.6986... Generator Loss: 0.9191
Epoch 2/2... Step: 7380... Discriminator Loss: 0.5114... Generator Loss: 1.1593
Epoch 2/2... Step: 7390... Discriminator Loss: 1.2402... Generator Loss: 0.4158
Epoch 2/2... Step: 7400... Discriminator Loss: 1.8474... Generator Loss: 0.1846
Cumulative Average Generator Loss / Discriminator Loss: 0.791729748249054
Current Generator Loss / Discriminator Loss: 0.09990508109331131
Epoch 2/2... Step: 7410... Discriminator Loss: 2.0843... Generator Loss: 0.2010
Epoch 2/2... Step: 7420... Discriminator Loss: 1.8393... Generator Loss: 0.2290
Epoch 2/2... Step: 7430... Discriminator Loss: 1.8190... Generator Loss: 0.2205
Epoch 2/2... Step: 7440... Discriminator Loss: 0.9303... Generator Loss: 0.5773
Epoch 2/2... Step: 7450... Discriminator Loss: 2.6030... Generator Loss: 0.1095
Epoch 2/2... Step: 7460... Discriminator Loss: 0.8084... Generator Loss: 1.2516
Epoch 2/2... Step: 7470... Discriminator Loss: 1.8646... Generator Loss: 0.1931
Epoch 2/2... Step: 7480... Discriminator Loss: 0.6573... Generator Loss: 0.8404
Epoch 2/2... Step: 7490... Discriminator Loss: 1.3251... Generator Loss: 0.4000
Epoch 2/2... Step: 7500... Discriminator Loss: 1.1226... Generator Loss: 0.4842
Cumulative Average Generator Loss / Discriminator Loss: 0.7828440070152283
Current Generator Loss / Discriminator Loss: 0.4313283860683441

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [ ]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step: 10... Discriminator Loss: 2.2107... Generator Loss: 0.1456
Epoch 1/1... Step: 20... Discriminator Loss: 0.2086... Generator Loss: 5.2082
Epoch 1/1... Step: 30... Discriminator Loss: 0.2317... Generator Loss: 3.0020
Epoch 1/1... Step: 40... Discriminator Loss: 0.3394... Generator Loss: 1.5442
Epoch 1/1... Step: 50... Discriminator Loss: 0.6039... Generator Loss: 2.6940
Epoch 1/1... Step: 60... Discriminator Loss: 2.5616... Generator Loss: 0.0924
Epoch 1/1... Step: 70... Discriminator Loss: 0.6792... Generator Loss: 0.8867
Epoch 1/1... Step: 80... Discriminator Loss: 0.8176... Generator Loss: 0.7046
Epoch 1/1... Step: 90... Discriminator Loss: 0.7784... Generator Loss: 1.5780
Epoch 1/1... Step: 100... Discriminator Loss: 2.3036... Generator Loss: 0.1257
Cumulative Average Generator Loss / Discriminator Loss: 1.4887502193450928
Current Generator Loss / Discriminator Loss: 0.054565321654081345
Epoch 1/1... Step: 110... Discriminator Loss: 0.6603... Generator Loss: 2.1940
Epoch 1/1... Step: 120... Discriminator Loss: 1.3926... Generator Loss: 0.4210
Epoch 1/1... Step: 130... Discriminator Loss: 2.1155... Generator Loss: 0.1838
Epoch 1/1... Step: 140... Discriminator Loss: 1.5968... Generator Loss: 0.3385
Epoch 1/1... Step: 150... Discriminator Loss: 0.6527... Generator Loss: 1.1434
Epoch 1/1... Step: 160... Discriminator Loss: 0.7111... Generator Loss: 1.9781
Epoch 1/1... Step: 170... Discriminator Loss: 1.3746... Generator Loss: 0.3986
Epoch 1/1... Step: 180... Discriminator Loss: 1.4721... Generator Loss: 0.3108
Epoch 1/1... Step: 190... Discriminator Loss: 0.8788... Generator Loss: 0.7339
Epoch 1/1... Step: 200... Discriminator Loss: 1.1227... Generator Loss: 0.6487
Cumulative Average Generator Loss / Discriminator Loss: 1.0713353157043457
Current Generator Loss / Discriminator Loss: 0.5778168439865112
Epoch 1/1... Step: 210... Discriminator Loss: 0.8176... Generator Loss: 0.8747
Epoch 1/1... Step: 220... Discriminator Loss: 1.6247... Generator Loss: 0.2879
Epoch 1/1... Step: 230... Discriminator Loss: 3.0106... Generator Loss: 0.0582
Epoch 1/1... Step: 240... Discriminator Loss: 2.2705... Generator Loss: 0.1863
Epoch 1/1... Step: 250... Discriminator Loss: 1.0050... Generator Loss: 0.8374
Epoch 1/1... Step: 260... Discriminator Loss: 1.7945... Generator Loss: 0.2747
Epoch 1/1... Step: 270... Discriminator Loss: 1.1722... Generator Loss: 0.4866
Epoch 1/1... Step: 280... Discriminator Loss: 1.0687... Generator Loss: 0.6216
Epoch 1/1... Step: 290... Discriminator Loss: 0.7527... Generator Loss: 0.8829
Epoch 1/1... Step: 300... Discriminator Loss: 1.3495... Generator Loss: 0.4749
Cumulative Average Generator Loss / Discriminator Loss: 0.7801746726036072
Current Generator Loss / Discriminator Loss: 0.35193338990211487
Epoch 1/1... Step: 310... Discriminator Loss: 1.4643... Generator Loss: 0.3096
Epoch 1/1... Step: 320... Discriminator Loss: 1.7791... Generator Loss: 0.2178
Epoch 1/1... Step: 330... Discriminator Loss: 1.0597... Generator Loss: 3.7028
Epoch 1/1... Step: 340... Discriminator Loss: 0.7270... Generator Loss: 1.6809
Epoch 1/1... Step: 350... Discriminator Loss: 0.7829... Generator Loss: 1.4632
Epoch 1/1... Step: 360... Discriminator Loss: 1.5188... Generator Loss: 0.3110
Epoch 1/1... Step: 370... Discriminator Loss: 1.3984... Generator Loss: 0.3599
Epoch 1/1... Step: 380... Discriminator Loss: 0.9021... Generator Loss: 1.1215
Epoch 1/1... Step: 390... Discriminator Loss: 2.2874... Generator Loss: 0.1289
Epoch 1/1... Step: 400... Discriminator Loss: 1.3201... Generator Loss: 0.4850
Cumulative Average Generator Loss / Discriminator Loss: 0.7693768739700317
Current Generator Loss / Discriminator Loss: 0.3674219250679016
Epoch 1/1... Step: 410... Discriminator Loss: 1.9321... Generator Loss: 0.2425
Epoch 1/1... Step: 420... Discriminator Loss: 1.5220... Generator Loss: 0.3281
Epoch 1/1... Step: 430... Discriminator Loss: 0.7729... Generator Loss: 1.7528
Epoch 1/1... Step: 440... Discriminator Loss: 1.4628... Generator Loss: 0.3632
Epoch 1/1... Step: 450... Discriminator Loss: 1.6389... Generator Loss: 0.3001
Epoch 1/1... Step: 460... Discriminator Loss: 0.8783... Generator Loss: 1.1056
Epoch 1/1... Step: 470... Discriminator Loss: 1.0665... Generator Loss: 0.8280
Epoch 1/1... Step: 480... Discriminator Loss: 1.0759... Generator Loss: 0.5815
Epoch 1/1... Step: 490... Discriminator Loss: 0.9675... Generator Loss: 0.7411
Epoch 1/1... Step: 500... Discriminator Loss: 1.7245... Generator Loss: 0.2582
Cumulative Average Generator Loss / Discriminator Loss: 0.714059591293335
Current Generator Loss / Discriminator Loss: 0.14973358809947968
Epoch 1/1... Step: 510... Discriminator Loss: 1.2489... Generator Loss: 0.4608
Epoch 1/1... Step: 520... Discriminator Loss: 1.7654... Generator Loss: 0.2575
Epoch 1/1... Step: 530... Discriminator Loss: 1.5602... Generator Loss: 0.3346
Epoch 1/1... Step: 540... Discriminator Loss: 1.0930... Generator Loss: 0.9979
Epoch 1/1... Step: 550... Discriminator Loss: 1.7739... Generator Loss: 0.2524
Epoch 1/1... Step: 560... Discriminator Loss: 1.3940... Generator Loss: 0.4469
Epoch 1/1... Step: 570... Discriminator Loss: 1.5010... Generator Loss: 0.3642
Epoch 1/1... Step: 580... Discriminator Loss: 1.9409... Generator Loss: 0.1805
Epoch 1/1... Step: 590... Discriminator Loss: 1.3207... Generator Loss: 0.5108
Epoch 1/1... Step: 600... Discriminator Loss: 1.2289... Generator Loss: 0.5275
Cumulative Average Generator Loss / Discriminator Loss: 0.6345771551132202
Current Generator Loss / Discriminator Loss: 0.4292212724685669
Epoch 1/1... Step: 610... Discriminator Loss: 1.3799... Generator Loss: 0.3970
Epoch 1/1... Step: 620... Discriminator Loss: 1.4984... Generator Loss: 0.3487
Epoch 1/1... Step: 630... Discriminator Loss: 1.4992... Generator Loss: 0.3005
Epoch 1/1... Step: 640... Discriminator Loss: 1.0959... Generator Loss: 0.6696
Epoch 1/1... Step: 650... Discriminator Loss: 1.1797... Generator Loss: 0.5919
Epoch 1/1... Step: 660... Discriminator Loss: 1.3260... Generator Loss: 0.6078
Epoch 1/1... Step: 670... Discriminator Loss: 1.1936... Generator Loss: 0.6923
Epoch 1/1... Step: 680... Discriminator Loss: 1.1132... Generator Loss: 0.5602
Epoch 1/1... Step: 690... Discriminator Loss: 1.0304... Generator Loss: 0.7309
Epoch 1/1... Step: 700... Discriminator Loss: 1.3819... Generator Loss: 0.5838
Cumulative Average Generator Loss / Discriminator Loss: 0.6063959002494812
Current Generator Loss / Discriminator Loss: 0.4224366843700409
Epoch 1/1... Step: 710... Discriminator Loss: 1.1363... Generator Loss: 0.5758
Epoch 1/1... Step: 720... Discriminator Loss: 1.2161... Generator Loss: 0.5401
Epoch 1/1... Step: 730... Discriminator Loss: 1.2228... Generator Loss: 0.5161
Epoch 1/1... Step: 740... Discriminator Loss: 1.1206... Generator Loss: 0.6669
Epoch 1/1... Step: 750... Discriminator Loss: 0.9844... Generator Loss: 1.0558
Epoch 1/1... Step: 760... Discriminator Loss: 1.2848... Generator Loss: 0.4869
Epoch 1/1... Step: 770... Discriminator Loss: 1.3451... Generator Loss: 0.4470
Epoch 1/1... Step: 780... Discriminator Loss: 1.2368... Generator Loss: 0.4579
Epoch 1/1... Step: 790... Discriminator Loss: 1.0224... Generator Loss: 0.9698
Epoch 1/1... Step: 800... Discriminator Loss: 1.1080... Generator Loss: 0.7028
Cumulative Average Generator Loss / Discriminator Loss: 0.5999724268913269
Current Generator Loss / Discriminator Loss: 0.6342729926109314
Epoch 1/1... Step: 810... Discriminator Loss: 1.6534... Generator Loss: 0.2625
Epoch 1/1... Step: 820... Discriminator Loss: 1.6885... Generator Loss: 0.2437
Epoch 1/1... Step: 830... Discriminator Loss: 1.1726... Generator Loss: 1.1119
Epoch 1/1... Step: 840... Discriminator Loss: 1.4334... Generator Loss: 0.3577
Epoch 1/1... Step: 850... Discriminator Loss: 0.8967... Generator Loss: 0.8821
Epoch 1/1... Step: 860... Discriminator Loss: 1.2855... Generator Loss: 0.4572
Epoch 1/1... Step: 870... Discriminator Loss: 1.1496... Generator Loss: 0.9019
Epoch 1/1... Step: 880... Discriminator Loss: 1.1470... Generator Loss: 0.9436
Epoch 1/1... Step: 890... Discriminator Loss: 1.2314... Generator Loss: 0.4393
Epoch 1/1... Step: 900... Discriminator Loss: 0.9873... Generator Loss: 1.2781
Cumulative Average Generator Loss / Discriminator Loss: 0.5938462018966675
Current Generator Loss / Discriminator Loss: 1.2945281267166138
Epoch 1/1... Step: 910... Discriminator Loss: 1.6226... Generator Loss: 0.2882
Epoch 1/1... Step: 920... Discriminator Loss: 1.8125... Generator Loss: 0.2149
Epoch 1/1... Step: 930... Discriminator Loss: 1.8262... Generator Loss: 0.2369
Epoch 1/1... Step: 940... Discriminator Loss: 1.0133... Generator Loss: 1.3767
Epoch 1/1... Step: 950... Discriminator Loss: 1.9051... Generator Loss: 0.2045
Epoch 1/1... Step: 960... Discriminator Loss: 1.8655... Generator Loss: 0.2231
Epoch 1/1... Step: 970... Discriminator Loss: 2.2053... Generator Loss: 0.1382
Epoch 1/1... Step: 980... Discriminator Loss: 1.2546... Generator Loss: 0.5030
Epoch 1/1... Step: 990... Discriminator Loss: 1.0137... Generator Loss: 0.8261
Epoch 1/1... Step: 1000... Discriminator Loss: 1.3875... Generator Loss: 0.3847
Cumulative Average Generator Loss / Discriminator Loss: 0.5554788112640381
Current Generator Loss / Discriminator Loss: 0.27727654576301575
Epoch 1/1... Step: 1010... Discriminator Loss: 1.4309... Generator Loss: 0.3558
Epoch 1/1... Step: 1020... Discriminator Loss: 0.8389... Generator Loss: 1.0116
Epoch 1/1... Step: 1030... Discriminator Loss: 1.7600... Generator Loss: 0.2486
Epoch 1/1... Step: 1040... Discriminator Loss: 1.3147... Generator Loss: 0.4017
Epoch 1/1... Step: 1050... Discriminator Loss: 1.2664... Generator Loss: 0.4347
Epoch 1/1... Step: 1060... Discriminator Loss: 1.5048... Generator Loss: 0.3472
Epoch 1/1... Step: 1070... Discriminator Loss: 1.1659... Generator Loss: 0.4880
Epoch 1/1... Step: 1080... Discriminator Loss: 1.4524... Generator Loss: 0.4454
Epoch 1/1... Step: 1090... Discriminator Loss: 1.4747... Generator Loss: 0.3357
Epoch 1/1... Step: 1100... Discriminator Loss: 1.0540... Generator Loss: 1.0954
Cumulative Average Generator Loss / Discriminator Loss: 0.540273129940033
Current Generator Loss / Discriminator Loss: 1.039267659187317
Epoch 1/1... Step: 1110... Discriminator Loss: 1.4712... Generator Loss: 0.3360
Epoch 1/1... Step: 1120... Discriminator Loss: 2.0780... Generator Loss: 0.1593
Epoch 1/1... Step: 1130... Discriminator Loss: 2.0221... Generator Loss: 0.1883
Epoch 1/1... Step: 1140... Discriminator Loss: 0.9624... Generator Loss: 1.2316
Epoch 1/1... Step: 1150... Discriminator Loss: 1.6822... Generator Loss: 0.3130
Epoch 1/1... Step: 1160... Discriminator Loss: 2.1115... Generator Loss: 0.1606
Epoch 1/1... Step: 1170... Discriminator Loss: 1.0088... Generator Loss: 1.3961
Epoch 1/1... Step: 1180... Discriminator Loss: 1.0951... Generator Loss: 0.7982
Epoch 1/1... Step: 1190... Discriminator Loss: 1.4498... Generator Loss: 0.3446
Epoch 1/1... Step: 1200... Discriminator Loss: 1.2263... Generator Loss: 0.4228
Cumulative Average Generator Loss / Discriminator Loss: 0.5226987600326538
Current Generator Loss / Discriminator Loss: 0.3448091149330139
Epoch 1/1... Step: 1210... Discriminator Loss: 1.1027... Generator Loss: 1.2873
Epoch 1/1... Step: 1220... Discriminator Loss: 0.8530... Generator Loss: 0.9335
Epoch 1/1... Step: 1230... Discriminator Loss: 1.2046... Generator Loss: 0.5980
Epoch 1/1... Step: 1240... Discriminator Loss: 1.2930... Generator Loss: 0.4264
Epoch 1/1... Step: 1250... Discriminator Loss: 1.3274... Generator Loss: 0.4452
Epoch 1/1... Step: 1260... Discriminator Loss: 1.2992... Generator Loss: 0.4291
Epoch 1/1... Step: 1270... Discriminator Loss: 1.3468... Generator Loss: 0.3779
Epoch 1/1... Step: 1280... Discriminator Loss: 1.4949... Generator Loss: 0.3264
Epoch 1/1... Step: 1290... Discriminator Loss: 1.2498... Generator Loss: 0.5102
Epoch 1/1... Step: 1300... Discriminator Loss: 1.9360... Generator Loss: 0.1836
Cumulative Average Generator Loss / Discriminator Loss: 0.5149946212768555
Current Generator Loss / Discriminator Loss: 0.09480805695056915
Epoch 1/1... Step: 1310... Discriminator Loss: 0.9112... Generator Loss: 0.9520
Epoch 1/1... Step: 1320... Discriminator Loss: 1.1716... Generator Loss: 0.5146
Epoch 1/1... Step: 1330... Discriminator Loss: 0.9074... Generator Loss: 0.7747
Epoch 1/1... Step: 1340... Discriminator Loss: 1.4037... Generator Loss: 0.3858
Epoch 1/1... Step: 1350... Discriminator Loss: 1.2652... Generator Loss: 0.5756
Epoch 1/1... Step: 1360... Discriminator Loss: 0.9688... Generator Loss: 0.8199
Epoch 1/1... Step: 1370... Discriminator Loss: 1.0238... Generator Loss: 0.6334
Epoch 1/1... Step: 1380... Discriminator Loss: 1.1931... Generator Loss: 0.5816
Epoch 1/1... Step: 1390... Discriminator Loss: 1.0515... Generator Loss: 0.6989
Epoch 1/1... Step: 1400... Discriminator Loss: 1.7660... Generator Loss: 0.2454
Cumulative Average Generator Loss / Discriminator Loss: 0.5159476399421692
Current Generator Loss / Discriminator Loss: 0.13898353278636932
Epoch 1/1... Step: 1410... Discriminator Loss: 1.1056... Generator Loss: 1.6769
Epoch 1/1... Step: 1420... Discriminator Loss: 1.5608... Generator Loss: 0.2808
Epoch 1/1... Step: 1430... Discriminator Loss: 1.0455... Generator Loss: 0.6941
Epoch 1/1... Step: 1440... Discriminator Loss: 1.1204... Generator Loss: 1.6053
Epoch 1/1... Step: 1450... Discriminator Loss: 1.6874... Generator Loss: 0.2682
Epoch 1/1... Step: 1460... Discriminator Loss: 1.6404... Generator Loss: 0.2659
Epoch 1/1... Step: 1470... Discriminator Loss: 1.1036... Generator Loss: 0.7099
Epoch 1/1... Step: 1480... Discriminator Loss: 1.5486... Generator Loss: 0.2839
Epoch 1/1... Step: 1490... Discriminator Loss: 1.1808... Generator Loss: 0.6267
Epoch 1/1... Step: 1500... Discriminator Loss: 1.3403... Generator Loss: 0.3645
Cumulative Average Generator Loss / Discriminator Loss: 0.5154263973236084
Current Generator Loss / Discriminator Loss: 0.27194198966026306
Epoch 1/1... Step: 1510... Discriminator Loss: 1.8401... Generator Loss: 0.2089
Epoch 1/1... Step: 1520... Discriminator Loss: 1.0052... Generator Loss: 1.2103
Epoch 1/1... Step: 1530... Discriminator Loss: 1.0701... Generator Loss: 0.9406
Epoch 1/1... Step: 1540... Discriminator Loss: 1.3925... Generator Loss: 0.3765
Epoch 1/1... Step: 1550... Discriminator Loss: 0.9573... Generator Loss: 0.8692
Epoch 1/1... Step: 1560... Discriminator Loss: 1.7434... Generator Loss: 0.2364
Epoch 1/1... Step: 1570... Discriminator Loss: 1.5213... Generator Loss: 0.3016
Epoch 1/1... Step: 1580... Discriminator Loss: 0.9654... Generator Loss: 0.8638
Epoch 1/1... Step: 1590... Discriminator Loss: 1.0324... Generator Loss: 0.7944
Epoch 1/1... Step: 1600... Discriminator Loss: 0.7103... Generator Loss: 1.0088
Cumulative Average Generator Loss / Discriminator Loss: 0.5178160071372986
Current Generator Loss / Discriminator Loss: 1.4202234745025635
Epoch 1/1... Step: 1610... Discriminator Loss: 1.9555... Generator Loss: 0.1880
Epoch 1/1... Step: 1620... Discriminator Loss: 0.9656... Generator Loss: 0.7240
Epoch 1/1... Step: 1630... Discriminator Loss: 1.9844... Generator Loss: 0.1708
Epoch 1/1... Step: 1640... Discriminator Loss: 1.2320... Generator Loss: 0.4705
Epoch 1/1... Step: 1650... Discriminator Loss: 1.6447... Generator Loss: 0.2494
Epoch 1/1... Step: 1660... Discriminator Loss: 0.8683... Generator Loss: 1.2672
Epoch 1/1... Step: 1670... Discriminator Loss: 1.4444... Generator Loss: 0.3671
Epoch 1/1... Step: 1680... Discriminator Loss: 1.3053... Generator Loss: 0.4399
Epoch 1/1... Step: 1690... Discriminator Loss: 2.1682... Generator Loss: 0.1411
Epoch 1/1... Step: 1700... Discriminator Loss: 1.6673... Generator Loss: 0.2693
Cumulative Average Generator Loss / Discriminator Loss: 0.5018473267555237
Current Generator Loss / Discriminator Loss: 0.16149698197841644
Epoch 1/1... Step: 1710... Discriminator Loss: 1.5621... Generator Loss: 0.2711
Epoch 1/1... Step: 1720... Discriminator Loss: 1.0339... Generator Loss: 1.2951
Epoch 1/1... Step: 1730... Discriminator Loss: 1.7839... Generator Loss: 0.2232
Epoch 1/1... Step: 1740... Discriminator Loss: 1.0493... Generator Loss: 1.1098
Epoch 1/1... Step: 1750... Discriminator Loss: 1.2615... Generator Loss: 0.5007
Epoch 1/1... Step: 1760... Discriminator Loss: 0.8236... Generator Loss: 0.9600
Epoch 1/1... Step: 1770... Discriminator Loss: 1.0831... Generator Loss: 0.5878
Epoch 1/1... Step: 1780... Discriminator Loss: 0.9985... Generator Loss: 0.7692
Epoch 1/1... Step: 1790... Discriminator Loss: 2.0782... Generator Loss: 0.1724
Epoch 1/1... Step: 1800... Discriminator Loss: 1.0973... Generator Loss: 0.5140
Cumulative Average Generator Loss / Discriminator Loss: 0.5018220543861389
Current Generator Loss / Discriminator Loss: 0.46840915083885193
Epoch 1/1... Step: 1810... Discriminator Loss: 1.4759... Generator Loss: 0.3539
Epoch 1/1... Step: 1820... Discriminator Loss: 1.4592... Generator Loss: 0.3659
Epoch 1/1... Step: 1830... Discriminator Loss: 1.4497... Generator Loss: 0.3751
Epoch 1/1... Step: 1840... Discriminator Loss: 1.0609... Generator Loss: 0.5926
Epoch 1/1... Step: 1850... Discriminator Loss: 1.0497... Generator Loss: 0.8232
Epoch 1/1... Step: 1860... Discriminator Loss: 1.4495... Generator Loss: 0.3578
Epoch 1/1... Step: 1870... Discriminator Loss: 0.7657... Generator Loss: 1.0695
Epoch 1/1... Step: 1880... Discriminator Loss: 0.9292... Generator Loss: 0.7806
Epoch 1/1... Step: 1890... Discriminator Loss: 1.0507... Generator Loss: 0.8149
Epoch 1/1... Step: 1900... Discriminator Loss: 1.5724... Generator Loss: 0.2780
Cumulative Average Generator Loss / Discriminator Loss: 0.5004555583000183
Current Generator Loss / Discriminator Loss: 0.1768321543931961
Epoch 1/1... Step: 1910... Discriminator Loss: 1.2315... Generator Loss: 0.4947
Epoch 1/1... Step: 1920... Discriminator Loss: 1.5735... Generator Loss: 0.3064
Epoch 1/1... Step: 1930... Discriminator Loss: 1.3872... Generator Loss: 0.4054
Epoch 1/1... Step: 1940... Discriminator Loss: 1.1560... Generator Loss: 0.5978
Epoch 1/1... Step: 1950... Discriminator Loss: 0.8184... Generator Loss: 0.9835
Epoch 1/1... Step: 1960... Discriminator Loss: 1.9874... Generator Loss: 0.1651
Epoch 1/1... Step: 1970... Discriminator Loss: 1.4235... Generator Loss: 0.3465
Epoch 1/1... Step: 1980... Discriminator Loss: 1.0333... Generator Loss: 0.5700
Epoch 1/1... Step: 1990... Discriminator Loss: 1.7579... Generator Loss: 0.2374
Epoch 1/1... Step: 2000... Discriminator Loss: 1.1391... Generator Loss: 0.5398
Cumulative Average Generator Loss / Discriminator Loss: 0.492453008890152
Current Generator Loss / Discriminator Loss: 0.47390541434288025
Epoch 1/1... Step: 2010... Discriminator Loss: 1.3421... Generator Loss: 0.4251
Epoch 1/1... Step: 2020... Discriminator Loss: 1.3598... Generator Loss: 0.3679
Epoch 1/1... Step: 2030... Discriminator Loss: 1.0724... Generator Loss: 0.5418
Epoch 1/1... Step: 2040... Discriminator Loss: 1.0217... Generator Loss: 0.6582
Epoch 1/1... Step: 2050... Discriminator Loss: 0.9813... Generator Loss: 0.6802
Epoch 1/1... Step: 2060... Discriminator Loss: 1.2239... Generator Loss: 0.5856
Epoch 1/1... Step: 2070... Discriminator Loss: 0.7902... Generator Loss: 1.2115
Epoch 1/1... Step: 2080... Discriminator Loss: 1.4062... Generator Loss: 0.3585
Epoch 1/1... Step: 2090... Discriminator Loss: 1.6006... Generator Loss: 0.2808
Epoch 1/1... Step: 2100... Discriminator Loss: 1.2402... Generator Loss: 0.4599
Cumulative Average Generator Loss / Discriminator Loss: 0.49115365743637085
Current Generator Loss / Discriminator Loss: 0.3708210289478302
Epoch 1/1... Step: 2110... Discriminator Loss: 0.9304... Generator Loss: 0.7746
Epoch 1/1... Step: 2120... Discriminator Loss: 1.1041... Generator Loss: 0.5413
Epoch 1/1... Step: 2130... Discriminator Loss: 1.3049... Generator Loss: 0.4756
Epoch 1/1... Step: 2140... Discriminator Loss: 1.2517... Generator Loss: 0.4555
Epoch 1/1... Step: 2150... Discriminator Loss: 0.9958... Generator Loss: 1.1355
Epoch 1/1... Step: 2160... Discriminator Loss: 0.9909... Generator Loss: 0.9348
Epoch 1/1... Step: 2170... Discriminator Loss: 1.2573... Generator Loss: 0.4101
Epoch 1/1... Step: 2180... Discriminator Loss: 1.5612... Generator Loss: 0.2849
Epoch 1/1... Step: 2190... Discriminator Loss: 1.0477... Generator Loss: 0.7046
Epoch 1/1... Step: 2200... Discriminator Loss: 0.9788... Generator Loss: 0.7776
Cumulative Average Generator Loss / Discriminator Loss: 0.4942283034324646
Current Generator Loss / Discriminator Loss: 0.7944527268409729
Epoch 1/1... Step: 2210... Discriminator Loss: 1.9180... Generator Loss: 0.2053
Epoch 1/1... Step: 2220... Discriminator Loss: 1.4289... Generator Loss: 0.3855
Epoch 1/1... Step: 2230... Discriminator Loss: 1.1812... Generator Loss: 0.4916
Epoch 1/1... Step: 2240... Discriminator Loss: 1.2939... Generator Loss: 0.4453
Epoch 1/1... Step: 2250... Discriminator Loss: 1.1261... Generator Loss: 0.7099
Epoch 1/1... Step: 2260... Discriminator Loss: 1.2287... Generator Loss: 1.0111
Epoch 1/1... Step: 2270... Discriminator Loss: 1.1267... Generator Loss: 0.6325
Epoch 1/1... Step: 2280... Discriminator Loss: 1.3982... Generator Loss: 0.3689
Epoch 1/1... Step: 2290... Discriminator Loss: 1.8972... Generator Loss: 0.2020
Epoch 1/1... Step: 2300... Discriminator Loss: 0.9754... Generator Loss: 0.8925
Cumulative Average Generator Loss / Discriminator Loss: 0.48969849944114685
Current Generator Loss / Discriminator Loss: 0.9150239825248718
Epoch 1/1... Step: 2310... Discriminator Loss: 1.1599... Generator Loss: 0.6224
Epoch 1/1... Step: 2320... Discriminator Loss: 1.6372... Generator Loss: 0.2799
Epoch 1/1... Step: 2330... Discriminator Loss: 1.2336... Generator Loss: 0.6567
Epoch 1/1... Step: 2340... Discriminator Loss: 1.5066... Generator Loss: 0.3086
Epoch 1/1... Step: 2350... Discriminator Loss: 1.7861... Generator Loss: 0.2127
Epoch 1/1... Step: 2360... Discriminator Loss: 1.6189... Generator Loss: 0.2752
Epoch 1/1... Step: 2370... Discriminator Loss: 1.2383... Generator Loss: 0.4356
Epoch 1/1... Step: 2380... Discriminator Loss: 0.6500... Generator Loss: 1.5648
Epoch 1/1... Step: 2390... Discriminator Loss: 1.5302... Generator Loss: 0.3825
Epoch 1/1... Step: 2400... Discriminator Loss: 1.1854... Generator Loss: 0.7175
Cumulative Average Generator Loss / Discriminator Loss: 0.4859564006328583
Current Generator Loss / Discriminator Loss: 0.6052517294883728
Epoch 1/1... Step: 2410... Discriminator Loss: 0.7031... Generator Loss: 1.1128
Epoch 1/1... Step: 2420... Discriminator Loss: 1.2065... Generator Loss: 0.6886
Epoch 1/1... Step: 2430... Discriminator Loss: 1.5629... Generator Loss: 0.3156
Epoch 1/1... Step: 2440... Discriminator Loss: 0.8333... Generator Loss: 1.1193
Epoch 1/1... Step: 2450... Discriminator Loss: 1.5477... Generator Loss: 0.3280
Epoch 1/1... Step: 2460... Discriminator Loss: 1.3860... Generator Loss: 0.3762
Epoch 1/1... Step: 2470... Discriminator Loss: 1.6905... Generator Loss: 0.2704
Epoch 1/1... Step: 2480... Discriminator Loss: 1.4066... Generator Loss: 0.4155
Epoch 1/1... Step: 2490... Discriminator Loss: 0.8197... Generator Loss: 0.7121
Epoch 1/1... Step: 2500... Discriminator Loss: 1.1034... Generator Loss: 0.6280
Cumulative Average Generator Loss / Discriminator Loss: 0.48598310351371765
Current Generator Loss / Discriminator Loss: 0.5691433548927307
Epoch 1/1... Step: 2510... Discriminator Loss: 1.7945... Generator Loss: 0.2363
Epoch 1/1... Step: 2520... Discriminator Loss: 0.8231... Generator Loss: 1.2672
Epoch 1/1... Step: 2530... Discriminator Loss: 0.9516... Generator Loss: 0.6866
Epoch 1/1... Step: 2540... Discriminator Loss: 1.7432... Generator Loss: 0.2357
Epoch 1/1... Step: 2550... Discriminator Loss: 1.3263... Generator Loss: 0.4181
Epoch 1/1... Step: 2560... Discriminator Loss: 1.1365... Generator Loss: 0.5309
Epoch 1/1... Step: 2570... Discriminator Loss: 1.5633... Generator Loss: 0.3192
Epoch 1/1... Step: 2580... Discriminator Loss: 1.7170... Generator Loss: 0.2429
Epoch 1/1... Step: 2590... Discriminator Loss: 1.2931... Generator Loss: 0.5366
Epoch 1/1... Step: 2600... Discriminator Loss: 1.4082... Generator Loss: 0.4499
Cumulative Average Generator Loss / Discriminator Loss: 0.48081040382385254
Current Generator Loss / Discriminator Loss: 0.319486528635025
Epoch 1/1... Step: 2610... Discriminator Loss: 1.2949... Generator Loss: 0.4855
Epoch 1/1... Step: 2620... Discriminator Loss: 1.2516... Generator Loss: 0.5984
Epoch 1/1... Step: 2630... Discriminator Loss: 2.0036... Generator Loss: 0.1749
Epoch 1/1... Step: 2640... Discriminator Loss: 1.1440... Generator Loss: 0.5574
Epoch 1/1... Step: 2650... Discriminator Loss: 1.1996... Generator Loss: 1.3338
Epoch 1/1... Step: 2660... Discriminator Loss: 0.9887... Generator Loss: 0.7777
Epoch 1/1... Step: 2670... Discriminator Loss: 1.8391... Generator Loss: 0.2164
Epoch 1/1... Step: 2680... Discriminator Loss: 1.4215... Generator Loss: 0.4044
Epoch 1/1... Step: 2690... Discriminator Loss: 0.7788... Generator Loss: 0.7728
Epoch 1/1... Step: 2700... Discriminator Loss: 1.1922... Generator Loss: 0.4982
Cumulative Average Generator Loss / Discriminator Loss: 0.4794369637966156
Current Generator Loss / Discriminator Loss: 0.41785722970962524
Epoch 1/1... Step: 2710... Discriminator Loss: 1.2099... Generator Loss: 0.5776
Epoch 1/1... Step: 2720... Discriminator Loss: 1.1606... Generator Loss: 1.0960
Epoch 1/1... Step: 2730... Discriminator Loss: 1.6555... Generator Loss: 0.2555
Epoch 1/1... Step: 2740... Discriminator Loss: 1.0633... Generator Loss: 0.8420
Epoch 1/1... Step: 2750... Discriminator Loss: 0.7233... Generator Loss: 0.9793
Epoch 1/1... Step: 2760... Discriminator Loss: 1.4830... Generator Loss: 0.3592
Epoch 1/1... Step: 2770... Discriminator Loss: 1.6041... Generator Loss: 0.2789
Epoch 1/1... Step: 2780... Discriminator Loss: 2.2944... Generator Loss: 0.1414
Epoch 1/1... Step: 2790... Discriminator Loss: 1.7723... Generator Loss: 0.2536
Epoch 1/1... Step: 2800... Discriminator Loss: 1.3933... Generator Loss: 1.7689
Cumulative Average Generator Loss / Discriminator Loss: 0.4785348176956177
Current Generator Loss / Discriminator Loss: 1.269586443901062
Epoch 1/1... Step: 2810... Discriminator Loss: 1.2284... Generator Loss: 0.4653
Epoch 1/1... Step: 2820... Discriminator Loss: 1.7330... Generator Loss: 0.2396
Epoch 1/1... Step: 2830... Discriminator Loss: 1.3575... Generator Loss: 0.3833
Epoch 1/1... Step: 2840... Discriminator Loss: 1.7931... Generator Loss: 0.2131
Epoch 1/1... Step: 2850... Discriminator Loss: 1.7920... Generator Loss: 0.2227
Epoch 1/1... Step: 2860... Discriminator Loss: 1.0405... Generator Loss: 0.6282
Epoch 1/1... Step: 2870... Discriminator Loss: 1.2393... Generator Loss: 0.4566
Epoch 1/1... Step: 2880... Discriminator Loss: 1.6344... Generator Loss: 0.2801
Epoch 1/1... Step: 2890... Discriminator Loss: 1.6464... Generator Loss: 0.2975
Epoch 1/1... Step: 2900... Discriminator Loss: 1.2181... Generator Loss: 0.6905
Cumulative Average Generator Loss / Discriminator Loss: 0.4703090786933899
Current Generator Loss / Discriminator Loss: 0.5668631792068481
Epoch 1/1... Step: 2910... Discriminator Loss: 1.1427... Generator Loss: 0.4944
Epoch 1/1... Step: 2920... Discriminator Loss: 0.8035... Generator Loss: 1.0991
Epoch 1/1... Step: 2930... Discriminator Loss: 1.3734... Generator Loss: 0.3642
Epoch 1/1... Step: 2940... Discriminator Loss: 1.7830... Generator Loss: 0.2730
Epoch 1/1... Step: 2950... Discriminator Loss: 1.4873... Generator Loss: 0.3329
Epoch 1/1... Step: 2960... Discriminator Loss: 1.2657... Generator Loss: 0.3906
Epoch 1/1... Step: 2970... Discriminator Loss: 1.1410... Generator Loss: 0.5028
Epoch 1/1... Step: 2980... Discriminator Loss: 1.8459... Generator Loss: 0.2058
Epoch 1/1... Step: 2990... Discriminator Loss: 1.0861... Generator Loss: 0.7830
Epoch 1/1... Step: 3000... Discriminator Loss: 1.4159... Generator Loss: 0.4087
Cumulative Average Generator Loss / Discriminator Loss: 0.4667207896709442
Current Generator Loss / Discriminator Loss: 0.2886453866958618
Epoch 1/1... Step: 3010... Discriminator Loss: 0.6279... Generator Loss: 1.5113
Epoch 1/1... Step: 3020... Discriminator Loss: 0.8800... Generator Loss: 0.8601
Epoch 1/1... Step: 3030... Discriminator Loss: 1.2381... Generator Loss: 0.4364
Epoch 1/1... Step: 3040... Discriminator Loss: 1.2860... Generator Loss: 0.4045
Epoch 1/1... Step: 3050... Discriminator Loss: 2.0236... Generator Loss: 0.2211
Epoch 1/1... Step: 3060... Discriminator Loss: 1.5243... Generator Loss: 0.3257
Epoch 1/1... Step: 3070... Discriminator Loss: 2.0797... Generator Loss: 0.1613
Epoch 1/1... Step: 3080... Discriminator Loss: 0.9869... Generator Loss: 0.6983
Epoch 1/1... Step: 3090... Discriminator Loss: 0.8832... Generator Loss: 0.7055
Epoch 1/1... Step: 3100... Discriminator Loss: 1.4376... Generator Loss: 0.3396
Cumulative Average Generator Loss / Discriminator Loss: 0.4657718241214752
Current Generator Loss / Discriminator Loss: 0.23620955646038055
Epoch 1/1... Step: 3110... Discriminator Loss: 1.4060... Generator Loss: 0.4123
Epoch 1/1... Step: 3120... Discriminator Loss: 1.5154... Generator Loss: 0.3325
Epoch 1/1... Step: 3130... Discriminator Loss: 1.9106... Generator Loss: 0.1922
Epoch 1/1... Step: 3140... Discriminator Loss: 1.8660... Generator Loss: 0.2077
Epoch 1/1... Step: 3150... Discriminator Loss: 1.0608... Generator Loss: 0.6020
Epoch 1/1... Step: 3160... Discriminator Loss: 1.6737... Generator Loss: 0.2637
Epoch 1/1... Step: 3170... Discriminator Loss: 1.1459... Generator Loss: 0.5884
Epoch 1/1... Step: 3180... Discriminator Loss: 0.6980... Generator Loss: 1.3451
Epoch 1/1... Step: 3190... Discriminator Loss: 2.1149... Generator Loss: 0.1599
Epoch 1/1... Step: 3200... Discriminator Loss: 1.8084... Generator Loss: 0.2303
Cumulative Average Generator Loss / Discriminator Loss: 0.4593023359775543
Current Generator Loss / Discriminator Loss: 0.12737222015857697
Epoch 1/1... Step: 3210... Discriminator Loss: 1.4598... Generator Loss: 0.3289
Epoch 1/1... Step: 3220... Discriminator Loss: 2.0313... Generator Loss: 0.1687
Epoch 1/1... Step: 3230... Discriminator Loss: 1.3556... Generator Loss: 0.4545
Epoch 1/1... Step: 3240... Discriminator Loss: 1.1997... Generator Loss: 0.4431
Epoch 1/1... Step: 3250... Discriminator Loss: 1.3035... Generator Loss: 0.3989
Epoch 1/1... Step: 3260... Discriminator Loss: 1.3257... Generator Loss: 0.4284
Epoch 1/1... Step: 3270... Discriminator Loss: 1.1135... Generator Loss: 0.5733
Epoch 1/1... Step: 3280... Discriminator Loss: 0.9583... Generator Loss: 0.7419
Epoch 1/1... Step: 3290... Discriminator Loss: 2.0282... Generator Loss: 0.1715
Epoch 1/1... Step: 3300... Discriminator Loss: 1.2968... Generator Loss: 0.4449
Cumulative Average Generator Loss / Discriminator Loss: 0.454034686088562
Current Generator Loss / Discriminator Loss: 0.34307539463043213
Epoch 1/1... Step: 3310... Discriminator Loss: 1.0453... Generator Loss: 0.7429
Epoch 1/1... Step: 3320... Discriminator Loss: 1.2910... Generator Loss: 0.4562
Epoch 1/1... Step: 3330... Discriminator Loss: 1.4786... Generator Loss: 0.3565
Epoch 1/1... Step: 3340... Discriminator Loss: 1.1968... Generator Loss: 0.4984
Epoch 1/1... Step: 3350... Discriminator Loss: 0.9989... Generator Loss: 0.7626
Epoch 1/1... Step: 3360... Discriminator Loss: 1.2438... Generator Loss: 0.6556
Epoch 1/1... Step: 3370... Discriminator Loss: 1.0945... Generator Loss: 0.5894
Epoch 1/1... Step: 3380... Discriminator Loss: 1.6016... Generator Loss: 0.2529
Epoch 1/1... Step: 3390... Discriminator Loss: 1.1171... Generator Loss: 0.9820
Epoch 1/1... Step: 3400... Discriminator Loss: 0.7039... Generator Loss: 1.1257
Cumulative Average Generator Loss / Discriminator Loss: 0.456427663564682
Current Generator Loss / Discriminator Loss: 1.5992701053619385
Epoch 1/1... Step: 3410... Discriminator Loss: 1.3412... Generator Loss: 0.4874
Epoch 1/1... Step: 3420... Discriminator Loss: 1.2369... Generator Loss: 0.6572
Epoch 1/1... Step: 3430... Discriminator Loss: 1.6249... Generator Loss: 0.3182
Epoch 1/1... Step: 3440... Discriminator Loss: 1.9839... Generator Loss: 0.1933
Epoch 1/1... Step: 3450... Discriminator Loss: 1.3364... Generator Loss: 0.4151
Epoch 1/1... Step: 3460... Discriminator Loss: 1.9086... Generator Loss: 0.1960
Epoch 1/1... Step: 3470... Discriminator Loss: 1.2541... Generator Loss: 0.5085
Epoch 1/1... Step: 3480... Discriminator Loss: 1.2132... Generator Loss: 0.4175
Epoch 1/1... Step: 3490... Discriminator Loss: 1.2644... Generator Loss: 0.4600
Epoch 1/1... Step: 3500... Discriminator Loss: 0.9489... Generator Loss: 0.7952
Cumulative Average Generator Loss / Discriminator Loss: 0.45213583111763
Current Generator Loss / Discriminator Loss: 0.8379987478256226
Epoch 1/1... Step: 3510... Discriminator Loss: 1.5948... Generator Loss: 0.2779
Epoch 1/1... Step: 3520... Discriminator Loss: 1.3712... Generator Loss: 0.3870
Epoch 1/1... Step: 3530... Discriminator Loss: 1.2655... Generator Loss: 0.5907
Epoch 1/1... Step: 3540... Discriminator Loss: 1.0203... Generator Loss: 0.8425
Epoch 1/1... Step: 3550... Discriminator Loss: 1.8804... Generator Loss: 0.2064
Epoch 1/1... Step: 3560... Discriminator Loss: 1.9684... Generator Loss: 0.1956
Epoch 1/1... Step: 3570... Discriminator Loss: 1.0142... Generator Loss: 0.6523
Epoch 1/1... Step: 3580... Discriminator Loss: 1.1063... Generator Loss: 0.5856
Epoch 1/1... Step: 3590... Discriminator Loss: 0.9038... Generator Loss: 0.8829
Epoch 1/1... Step: 3600... Discriminator Loss: 2.0446... Generator Loss: 0.1919
Cumulative Average Generator Loss / Discriminator Loss: 0.44880542159080505
Current Generator Loss / Discriminator Loss: 0.09386032819747925
Epoch 1/1... Step: 3610... Discriminator Loss: 1.1525... Generator Loss: 0.4559
Epoch 1/1... Step: 3620... Discriminator Loss: 1.4274... Generator Loss: 0.3752
Epoch 1/1... Step: 3630... Discriminator Loss: 1.4838... Generator Loss: 0.3489
Epoch 1/1... Step: 3640... Discriminator Loss: 1.7676... Generator Loss: 0.2547
Epoch 1/1... Step: 3650... Discriminator Loss: 0.9203... Generator Loss: 0.7847
Epoch 1/1... Step: 3660... Discriminator Loss: 1.5165... Generator Loss: 0.2978
Epoch 1/1... Step: 3670... Discriminator Loss: 1.1477... Generator Loss: 0.5478
Epoch 1/1... Step: 3680... Discriminator Loss: 1.0252... Generator Loss: 0.6285
Epoch 1/1... Step: 3690... Discriminator Loss: 1.3683... Generator Loss: 0.4540
Epoch 1/1... Step: 3700... Discriminator Loss: 1.4231... Generator Loss: 0.3501
Cumulative Average Generator Loss / Discriminator Loss: 0.4458743631839752
Current Generator Loss / Discriminator Loss: 0.24601905047893524
Epoch 1/1... Step: 3710... Discriminator Loss: 0.9190... Generator Loss: 0.7531
Epoch 1/1... Step: 3720... Discriminator Loss: 1.0523... Generator Loss: 0.5694
Epoch 1/1... Step: 3730... Discriminator Loss: 1.3832... Generator Loss: 0.3493
Epoch 1/1... Step: 3740... Discriminator Loss: 1.1996... Generator Loss: 0.5921
Epoch 1/1... Step: 3750... Discriminator Loss: 0.9569... Generator Loss: 0.6245
Epoch 1/1... Step: 3760... Discriminator Loss: 1.1194... Generator Loss: 0.7957
Epoch 1/1... Step: 3770... Discriminator Loss: 1.6390... Generator Loss: 0.2935
Epoch 1/1... Step: 3780... Discriminator Loss: 0.9237... Generator Loss: 0.7826
Epoch 1/1... Step: 3790... Discriminator Loss: 1.2928... Generator Loss: 0.4162
Epoch 1/1... Step: 3800... Discriminator Loss: 2.3176... Generator Loss: 0.1335
Cumulative Average Generator Loss / Discriminator Loss: 0.4450837969779968
Current Generator Loss / Discriminator Loss: 0.05760280787944794
Epoch 1/1... Step: 3810... Discriminator Loss: 1.0473... Generator Loss: 0.5732
Epoch 1/1... Step: 3820... Discriminator Loss: 1.6320... Generator Loss: 0.2901
Epoch 1/1... Step: 3830... Discriminator Loss: 0.9155... Generator Loss: 0.7104
Epoch 1/1... Step: 3840... Discriminator Loss: 1.1623... Generator Loss: 0.4894
Epoch 1/1... Step: 3850... Discriminator Loss: 1.6121... Generator Loss: 0.3034
Epoch 1/1... Step: 3860... Discriminator Loss: 2.0845... Generator Loss: 0.1607
Epoch 1/1... Step: 3870... Discriminator Loss: 1.0373... Generator Loss: 0.8057
Epoch 1/1... Step: 3880... Discriminator Loss: 1.7213... Generator Loss: 0.2548
Epoch 1/1... Step: 3890... Discriminator Loss: 1.3117... Generator Loss: 0.4212
Epoch 1/1... Step: 3900... Discriminator Loss: 1.5791... Generator Loss: 0.3357
Cumulative Average Generator Loss / Discriminator Loss: 0.44135743379592896
Current Generator Loss / Discriminator Loss: 0.21260730922222137
Epoch 1/1... Step: 3910... Discriminator Loss: 1.9013... Generator Loss: 0.1863
Epoch 1/1... Step: 3920... Discriminator Loss: 1.9426... Generator Loss: 0.1943
Epoch 1/1... Step: 3930... Discriminator Loss: 1.4966... Generator Loss: 0.3240
Epoch 1/1... Step: 3940... Discriminator Loss: 1.1575... Generator Loss: 0.5370
Epoch 1/1... Step: 3950... Discriminator Loss: 0.9948... Generator Loss: 1.5550
Epoch 1/1... Step: 3960... Discriminator Loss: 1.5557... Generator Loss: 0.3087
Epoch 1/1... Step: 3970... Discriminator Loss: 1.6678... Generator Loss: 0.2837
Epoch 1/1... Step: 3980... Discriminator Loss: 1.0759... Generator Loss: 0.5765
Epoch 1/1... Step: 3990... Discriminator Loss: 1.1112... Generator Loss: 0.5288
Epoch 1/1... Step: 4000... Discriminator Loss: 1.8128... Generator Loss: 0.2305
Cumulative Average Generator Loss / Discriminator Loss: 0.4380379617214203
Current Generator Loss / Discriminator Loss: 0.12712447345256805
Epoch 1/1... Step: 4010... Discriminator Loss: 1.1926... Generator Loss: 0.4410
Epoch 1/1... Step: 4020... Discriminator Loss: 1.0315... Generator Loss: 0.5452
Epoch 1/1... Step: 4030... Discriminator Loss: 1.3919... Generator Loss: 0.4257
Epoch 1/1... Step: 4040... Discriminator Loss: 1.4994... Generator Loss: 0.3667
Epoch 1/1... Step: 4050... Discriminator Loss: 1.1398... Generator Loss: 0.5885
Epoch 1/1... Step: 4060... Discriminator Loss: 1.4595... Generator Loss: 0.3351
Epoch 1/1... Step: 4070... Discriminator Loss: 1.0415... Generator Loss: 0.6983
Epoch 1/1... Step: 4080... Discriminator Loss: 0.9048... Generator Loss: 0.6907
Epoch 1/1... Step: 4090... Discriminator Loss: 1.2731... Generator Loss: 0.3933
Epoch 1/1... Step: 4100... Discriminator Loss: 1.1873... Generator Loss: 0.4877
Cumulative Average Generator Loss / Discriminator Loss: 0.43741920590400696
Current Generator Loss / Discriminator Loss: 0.41072794795036316
Epoch 1/1... Step: 4110... Discriminator Loss: 1.3759... Generator Loss: 0.4170
Epoch 1/1... Step: 4120... Discriminator Loss: 1.5312... Generator Loss: 0.3174
Epoch 1/1... Step: 4130... Discriminator Loss: 1.2295... Generator Loss: 0.5606
Epoch 1/1... Step: 4140... Discriminator Loss: 0.8128... Generator Loss: 1.1253
Epoch 1/1... Step: 4150... Discriminator Loss: 1.0004... Generator Loss: 0.8725
Epoch 1/1... Step: 4160... Discriminator Loss: 1.1842... Generator Loss: 0.5001
Epoch 1/1... Step: 4170... Discriminator Loss: 1.9870... Generator Loss: 0.1704
Epoch 1/1... Step: 4180... Discriminator Loss: 0.5424... Generator Loss: 1.5949
Epoch 1/1... Step: 4190... Discriminator Loss: 1.7521... Generator Loss: 1.5018
Epoch 1/1... Step: 4200... Discriminator Loss: 1.7552... Generator Loss: 0.2467
Cumulative Average Generator Loss / Discriminator Loss: 0.44018611311912537
Current Generator Loss / Discriminator Loss: 0.14056701958179474
Epoch 1/1... Step: 4210... Discriminator Loss: 1.9046... Generator Loss: 0.1995
Epoch 1/1... Step: 4220... Discriminator Loss: 1.7755... Generator Loss: 0.2479
Epoch 1/1... Step: 4230... Discriminator Loss: 1.5892... Generator Loss: 0.2941
Epoch 1/1... Step: 4240... Discriminator Loss: 1.2446... Generator Loss: 0.5170
Epoch 1/1... Step: 4250... Discriminator Loss: 1.4681... Generator Loss: 0.3770
Epoch 1/1... Step: 4260... Discriminator Loss: 0.8796... Generator Loss: 0.7079
Epoch 1/1... Step: 4270... Discriminator Loss: 0.8645... Generator Loss: 0.8661
Epoch 1/1... Step: 4280... Discriminator Loss: 1.0807... Generator Loss: 0.5831
Epoch 1/1... Step: 4290... Discriminator Loss: 1.7863... Generator Loss: 0.2360
Epoch 1/1... Step: 4300... Discriminator Loss: 1.0713... Generator Loss: 0.5267
Cumulative Average Generator Loss / Discriminator Loss: 0.4376361072063446
Current Generator Loss / Discriminator Loss: 0.49168238043785095
Epoch 1/1... Step: 4310... Discriminator Loss: 0.8486... Generator Loss: 0.7875
Epoch 1/1... Step: 4320... Discriminator Loss: 0.8643... Generator Loss: 1.4729
Epoch 1/1... Step: 4330... Discriminator Loss: 1.4055... Generator Loss: 0.3513
Epoch 1/1... Step: 4340... Discriminator Loss: 1.1779... Generator Loss: 0.4617
Epoch 1/1... Step: 4350... Discriminator Loss: 1.3871... Generator Loss: 0.4073
Epoch 1/1... Step: 4360... Discriminator Loss: 1.8484... Generator Loss: 0.2494
Epoch 1/1... Step: 4370... Discriminator Loss: 1.2671... Generator Loss: 0.4454
Epoch 1/1... Step: 4380... Discriminator Loss: 1.4717... Generator Loss: 0.3744
Epoch 1/1... Step: 4390... Discriminator Loss: 1.8029... Generator Loss: 0.2080
Epoch 1/1... Step: 4400... Discriminator Loss: 1.2663... Generator Loss: 0.4150
Cumulative Average Generator Loss / Discriminator Loss: 0.4365004599094391
Current Generator Loss / Discriminator Loss: 0.3277026116847992
Epoch 1/1... Step: 4410... Discriminator Loss: 1.8687... Generator Loss: 0.2115
Epoch 1/1... Step: 4420... Discriminator Loss: 1.3513... Generator Loss: 1.4445
Epoch 1/1... Step: 4430... Discriminator Loss: 1.0443... Generator Loss: 0.5584
Epoch 1/1... Step: 4440... Discriminator Loss: 1.1882... Generator Loss: 0.4818
Epoch 1/1... Step: 4450... Discriminator Loss: 1.5966... Generator Loss: 0.2833
Epoch 1/1... Step: 4460... Discriminator Loss: 1.0427... Generator Loss: 0.8133
Epoch 1/1... Step: 4470... Discriminator Loss: 1.5187... Generator Loss: 0.3041
Epoch 1/1... Step: 4480... Discriminator Loss: 1.3474... Generator Loss: 1.5253
Epoch 1/1... Step: 4490... Discriminator Loss: 1.7885... Generator Loss: 0.2216
Epoch 1/1... Step: 4500... Discriminator Loss: 0.9117... Generator Loss: 0.8862
Cumulative Average Generator Loss / Discriminator Loss: 0.4377824664115906
Current Generator Loss / Discriminator Loss: 0.972000241279602
Epoch 1/1... Step: 4510... Discriminator Loss: 1.8073... Generator Loss: 0.2220
Epoch 1/1... Step: 4520... Discriminator Loss: 0.8871... Generator Loss: 0.7236
Epoch 1/1... Step: 4530... Discriminator Loss: 1.3955... Generator Loss: 0.3506
Epoch 1/1... Step: 4540... Discriminator Loss: 1.3412... Generator Loss: 0.3642
Epoch 1/1... Step: 4550... Discriminator Loss: 0.7852... Generator Loss: 0.7675
Epoch 1/1... Step: 4560... Discriminator Loss: 2.2518... Generator Loss: 0.1348
Epoch 1/1... Step: 4570... Discriminator Loss: 1.8352... Generator Loss: 0.2381
Epoch 1/1... Step: 4580... Discriminator Loss: 1.5581... Generator Loss: 0.2806
Epoch 1/1... Step: 4590... Discriminator Loss: 1.5797... Generator Loss: 0.2825
Epoch 1/1... Step: 4600... Discriminator Loss: 1.9734... Generator Loss: 0.1712
Cumulative Average Generator Loss / Discriminator Loss: 0.4325554072856903
Current Generator Loss / Discriminator Loss: 0.08673650026321411
Epoch 1/1... Step: 4610... Discriminator Loss: 1.6576... Generator Loss: 0.2764
Epoch 1/1... Step: 4620... Discriminator Loss: 1.2450... Generator Loss: 0.4558
Epoch 1/1... Step: 4630... Discriminator Loss: 1.3315... Generator Loss: 0.3900
Epoch 1/1... Step: 4640... Discriminator Loss: 1.2030... Generator Loss: 0.5167
Epoch 1/1... Step: 4650... Discriminator Loss: 1.5473... Generator Loss: 0.2915
Epoch 1/1... Step: 4660... Discriminator Loss: 1.2068... Generator Loss: 0.5882
Epoch 1/1... Step: 4670... Discriminator Loss: 1.7967... Generator Loss: 0.2311
Epoch 1/1... Step: 4680... Discriminator Loss: 2.3181... Generator Loss: 0.1434
Epoch 1/1... Step: 4690... Discriminator Loss: 1.3858... Generator Loss: 0.3896
Epoch 1/1... Step: 4700... Discriminator Loss: 1.3155... Generator Loss: 0.4574
Cumulative Average Generator Loss / Discriminator Loss: 0.42818617820739746
Current Generator Loss / Discriminator Loss: 0.3477039635181427
Epoch 1/1... Step: 4710... Discriminator Loss: 1.9293... Generator Loss: 0.1979
Epoch 1/1... Step: 4720... Discriminator Loss: 1.7167... Generator Loss: 0.2537
Epoch 1/1... Step: 4730... Discriminator Loss: 2.0305... Generator Loss: 0.1835
Epoch 1/1... Step: 4740... Discriminator Loss: 1.6637... Generator Loss: 0.2664
Epoch 1/1... Step: 4750... Discriminator Loss: 1.0713... Generator Loss: 0.8618
Epoch 1/1... Step: 4760... Discriminator Loss: 1.0772... Generator Loss: 0.6671
Epoch 1/1... Step: 4770... Discriminator Loss: 1.0890... Generator Loss: 0.4837
Epoch 1/1... Step: 4780... Discriminator Loss: 2.0416... Generator Loss: 0.1622
Epoch 1/1... Step: 4790... Discriminator Loss: 1.0751... Generator Loss: 0.7866
Epoch 1/1... Step: 4800... Discriminator Loss: 2.5046... Generator Loss: 0.0968
Cumulative Average Generator Loss / Discriminator Loss: 0.4235779643058777
Current Generator Loss / Discriminator Loss: 0.038633670657873154
Epoch 1/1... Step: 4810... Discriminator Loss: 1.0843... Generator Loss: 0.5282
Epoch 1/1... Step: 4820... Discriminator Loss: 1.7553... Generator Loss: 0.2461
Epoch 1/1... Step: 4830... Discriminator Loss: 1.2175... Generator Loss: 0.4053
Epoch 1/1... Step: 4840... Discriminator Loss: 1.2052... Generator Loss: 0.5149
Epoch 1/1... Step: 4850... Discriminator Loss: 1.5980... Generator Loss: 0.3166
Epoch 1/1... Step: 4860... Discriminator Loss: 0.9892... Generator Loss: 0.6303
Epoch 1/1... Step: 4870... Discriminator Loss: 0.7102... Generator Loss: 1.1212
Epoch 1/1... Step: 4880... Discriminator Loss: 1.0406... Generator Loss: 0.6171
Epoch 1/1... Step: 4890... Discriminator Loss: 1.3013... Generator Loss: 0.4306
Epoch 1/1... Step: 4900... Discriminator Loss: 0.9952... Generator Loss: 0.7724
Cumulative Average Generator Loss / Discriminator Loss: 0.42440417408943176
Current Generator Loss / Discriminator Loss: 0.7761074304580688
Epoch 1/1... Step: 4910... Discriminator Loss: 1.0920... Generator Loss: 0.4875
Epoch 1/1... Step: 4920... Discriminator Loss: 2.0453... Generator Loss: 0.1767
Epoch 1/1... Step: 4930... Discriminator Loss: 1.9471... Generator Loss: 0.2005
Epoch 1/1... Step: 4940... Discriminator Loss: 1.2603... Generator Loss: 0.4889
Epoch 1/1... Step: 4950... Discriminator Loss: 0.8029... Generator Loss: 0.8128
Epoch 1/1... Step: 4960... Discriminator Loss: 0.7795... Generator Loss: 0.8708
Epoch 1/1... Step: 4970... Discriminator Loss: 1.8206... Generator Loss: 0.2420
Epoch 1/1... Step: 4980... Discriminator Loss: 1.0797... Generator Loss: 0.6028
Epoch 1/1... Step: 4990... Discriminator Loss: 1.9845... Generator Loss: 0.1906
Epoch 1/1... Step: 5000... Discriminator Loss: 1.3502... Generator Loss: 0.3697
Cumulative Average Generator Loss / Discriminator Loss: 0.42207071185112
Current Generator Loss / Discriminator Loss: 0.2738269567489624
Epoch 1/1... Step: 5010... Discriminator Loss: 1.2687... Generator Loss: 0.4288
Epoch 1/1... Step: 5020... Discriminator Loss: 1.3820... Generator Loss: 0.3691
Epoch 1/1... Step: 5030... Discriminator Loss: 1.4005... Generator Loss: 0.3309
Epoch 1/1... Step: 5040... Discriminator Loss: 1.6993... Generator Loss: 0.2890
Epoch 1/1... Step: 5050... Discriminator Loss: 1.1062... Generator Loss: 0.6755
Epoch 1/1... Step: 5060... Discriminator Loss: 1.8830... Generator Loss: 0.2106
Epoch 1/1... Step: 5070... Discriminator Loss: 1.8175... Generator Loss: 0.2159
Epoch 1/1... Step: 5080... Discriminator Loss: 1.3402... Generator Loss: 0.5096
Epoch 1/1... Step: 5090... Discriminator Loss: 1.0249... Generator Loss: 0.6536
Epoch 1/1... Step: 5100... Discriminator Loss: 1.3171... Generator Loss: 0.4052
Cumulative Average Generator Loss / Discriminator Loss: 0.41927027702331543
Current Generator Loss / Discriminator Loss: 0.30763867497444153
Epoch 1/1... Step: 5110... Discriminator Loss: 1.6542... Generator Loss: 0.2490
Epoch 1/1... Step: 5120... Discriminator Loss: 1.0621... Generator Loss: 1.1173
Epoch 1/1... Step: 5130... Discriminator Loss: 1.5056... Generator Loss: 0.3202
Epoch 1/1... Step: 5140... Discriminator Loss: 1.3444... Generator Loss: 0.3652
Epoch 1/1... Step: 5150... Discriminator Loss: 1.4167... Generator Loss: 0.3635
Epoch 1/1... Step: 5160... Discriminator Loss: 0.6939... Generator Loss: 1.1970
Epoch 1/1... Step: 5170... Discriminator Loss: 1.4907... Generator Loss: 0.3223
Epoch 1/1... Step: 5180... Discriminator Loss: 1.2333... Generator Loss: 0.4733
Epoch 1/1... Step: 5190... Discriminator Loss: 1.0675... Generator Loss: 0.5451
Epoch 1/1... Step: 5200... Discriminator Loss: 1.4346... Generator Loss: 0.3613
Cumulative Average Generator Loss / Discriminator Loss: 0.4191335141658783
Current Generator Loss / Discriminator Loss: 0.25182586908340454
Epoch 1/1... Step: 5210... Discriminator Loss: 1.1208... Generator Loss: 0.6457
Epoch 1/1... Step: 5220... Discriminator Loss: 1.1728... Generator Loss: 0.5948
Epoch 1/1... Step: 5230... Discriminator Loss: 2.0900... Generator Loss: 0.1914
Epoch 1/1... Step: 5240... Discriminator Loss: 1.2617... Generator Loss: 0.5102
Epoch 1/1... Step: 5250... Discriminator Loss: 1.3403... Generator Loss: 0.4175
Epoch 1/1... Step: 5260... Discriminator Loss: 1.9971... Generator Loss: 0.1643
Epoch 1/1... Step: 5270... Discriminator Loss: 1.8274... Generator Loss: 0.2314
Epoch 1/1... Step: 5280... Discriminator Loss: 1.1280... Generator Loss: 0.5151
Epoch 1/1... Step: 5290... Discriminator Loss: 1.6383... Generator Loss: 0.2904
Epoch 1/1... Step: 5300... Discriminator Loss: 1.2460... Generator Loss: 0.5197
Cumulative Average Generator Loss / Discriminator Loss: 0.41614729166030884
Current Generator Loss / Discriminator Loss: 0.4170682728290558
Epoch 1/1... Step: 5310... Discriminator Loss: 2.8534... Generator Loss: 0.0785
Epoch 1/1... Step: 5320... Discriminator Loss: 1.5793... Generator Loss: 0.2828
Epoch 1/1... Step: 5330... Discriminator Loss: 1.2178... Generator Loss: 0.5676
Epoch 1/1... Step: 5340... Discriminator Loss: 0.8335... Generator Loss: 1.1851
Epoch 1/1... Step: 5350... Discriminator Loss: 0.7441... Generator Loss: 1.3495
Epoch 1/1... Step: 5360... Discriminator Loss: 0.8443... Generator Loss: 0.8832
Epoch 1/1... Step: 5370... Discriminator Loss: 0.9247... Generator Loss: 0.8005
Epoch 1/1... Step: 5380... Discriminator Loss: 1.6547... Generator Loss: 0.2705
Epoch 1/1... Step: 5390... Discriminator Loss: 1.0747... Generator Loss: 0.7406
Epoch 1/1... Step: 5400... Discriminator Loss: 1.1083... Generator Loss: 0.5869
Cumulative Average Generator Loss / Discriminator Loss: 0.41807931661605835
Current Generator Loss / Discriminator Loss: 0.5295345783233643
Epoch 1/1... Step: 5410... Discriminator Loss: 0.9923... Generator Loss: 0.6172
Epoch 1/1... Step: 5420... Discriminator Loss: 1.1888... Generator Loss: 0.5350
Epoch 1/1... Step: 5430... Discriminator Loss: 0.8523... Generator Loss: 0.9102
Epoch 1/1... Step: 5440... Discriminator Loss: 0.9505... Generator Loss: 1.2979
Epoch 1/1... Step: 5450... Discriminator Loss: 1.8884... Generator Loss: 0.2007
Epoch 1/1... Step: 5460... Discriminator Loss: 1.1824... Generator Loss: 0.5915
Epoch 1/1... Step: 5470... Discriminator Loss: 1.2496... Generator Loss: 0.4437
Epoch 1/1... Step: 5480... Discriminator Loss: 0.6567... Generator Loss: 1.3465
Epoch 1/1... Step: 5490... Discriminator Loss: 1.5815... Generator Loss: 0.3035
Epoch 1/1... Step: 5500... Discriminator Loss: 1.8866... Generator Loss: 0.1996
Cumulative Average Generator Loss / Discriminator Loss: 0.41976937651634216
Current Generator Loss / Discriminator Loss: 0.10579654574394226
Epoch 1/1... Step: 5510... Discriminator Loss: 1.6145... Generator Loss: 0.2921
Epoch 1/1... Step: 5520... Discriminator Loss: 2.2031... Generator Loss: 0.1599
Epoch 1/1... Step: 5530... Discriminator Loss: 1.1050... Generator Loss: 0.5558
Epoch 1/1... Step: 5540... Discriminator Loss: 1.3018... Generator Loss: 0.4606
Epoch 1/1... Step: 5550... Discriminator Loss: 1.6807... Generator Loss: 0.2727
Epoch 1/1... Step: 5560... Discriminator Loss: 1.5915... Generator Loss: 0.3169
Epoch 1/1... Step: 5570... Discriminator Loss: 1.2014... Generator Loss: 0.4593
Epoch 1/1... Step: 5580... Discriminator Loss: 1.4898... Generator Loss: 0.3156
Epoch 1/1... Step: 5590... Discriminator Loss: 1.2591... Generator Loss: 0.4133
Epoch 1/1... Step: 5600... Discriminator Loss: 0.7753... Generator Loss: 0.8275
Cumulative Average Generator Loss / Discriminator Loss: 0.41725239157676697
Current Generator Loss / Discriminator Loss: 1.0673803091049194
Epoch 1/1... Step: 5610... Discriminator Loss: 1.0969... Generator Loss: 1.2634
Epoch 1/1... Step: 5620... Discriminator Loss: 1.9634... Generator Loss: 0.1902
Epoch 1/1... Step: 5630... Discriminator Loss: 1.8116... Generator Loss: 0.2209
Epoch 1/1... Step: 5640... Discriminator Loss: 0.9744... Generator Loss: 0.7015
Epoch 1/1... Step: 5650... Discriminator Loss: 1.2050... Generator Loss: 0.4798
Epoch 1/1... Step: 5660... Discriminator Loss: 1.1153... Generator Loss: 0.5856
Epoch 1/1... Step: 5670... Discriminator Loss: 0.8394... Generator Loss: 0.8835
Epoch 1/1... Step: 5680... Discriminator Loss: 1.0771... Generator Loss: 0.6513
Epoch 1/1... Step: 5690... Discriminator Loss: 1.7560... Generator Loss: 0.2499
Epoch 1/1... Step: 5700... Discriminator Loss: 0.7455... Generator Loss: 0.7732
Cumulative Average Generator Loss / Discriminator Loss: 0.418229341506958
Current Generator Loss / Discriminator Loss: 1.0371240377426147
Epoch 1/1... Step: 5710... Discriminator Loss: 1.4098... Generator Loss: 0.3668
Epoch 1/1... Step: 5720... Discriminator Loss: 1.1139... Generator Loss: 1.1562
Epoch 1/1... Step: 5730... Discriminator Loss: 0.9328... Generator Loss: 0.6404
Epoch 1/1... Step: 5740... Discriminator Loss: 1.7236... Generator Loss: 0.2520
Epoch 1/1... Step: 5750... Discriminator Loss: 1.1515... Generator Loss: 0.5456
Epoch 1/1... Step: 5760... Discriminator Loss: 1.0233... Generator Loss: 0.6397
Epoch 1/1... Step: 5770... Discriminator Loss: 1.9357... Generator Loss: 0.1977
Epoch 1/1... Step: 5780... Discriminator Loss: 0.9783... Generator Loss: 0.8114
Epoch 1/1... Step: 5790... Discriminator Loss: 0.9324... Generator Loss: 0.6985
Epoch 1/1... Step: 5800... Discriminator Loss: 1.2332... Generator Loss: 0.4764
Cumulative Average Generator Loss / Discriminator Loss: 0.41897982358932495
Current Generator Loss / Discriminator Loss: 0.38633331656455994
Epoch 1/1... Step: 5810... Discriminator Loss: 1.2449... Generator Loss: 0.4952
Epoch 1/1... Step: 5820... Discriminator Loss: 1.5624... Generator Loss: 0.3182
Epoch 1/1... Step: 5830... Discriminator Loss: 1.2655... Generator Loss: 0.4129
Epoch 1/1... Step: 5840... Discriminator Loss: 1.0525... Generator Loss: 0.7505
Epoch 1/1... Step: 5850... Discriminator Loss: 1.1184... Generator Loss: 0.5479
Epoch 1/1... Step: 5860... Discriminator Loss: 1.2444... Generator Loss: 0.4501
Epoch 1/1... Step: 5870... Discriminator Loss: 1.9629... Generator Loss: 0.2039
Epoch 1/1... Step: 5880... Discriminator Loss: 1.6154... Generator Loss: 0.2786
Epoch 1/1... Step: 5890... Discriminator Loss: 1.7726... Generator Loss: 0.2219
Epoch 1/1... Step: 5900... Discriminator Loss: 1.0353... Generator Loss: 0.5332
Cumulative Average Generator Loss / Discriminator Loss: 0.4169597923755646
Current Generator Loss / Discriminator Loss: 0.515032947063446
Epoch 1/1... Step: 5910... Discriminator Loss: 1.5806... Generator Loss: 0.2647
Epoch 1/1... Step: 5920... Discriminator Loss: 1.5468... Generator Loss: 0.3009
Epoch 1/1... Step: 5930... Discriminator Loss: 1.2484... Generator Loss: 0.5667
Epoch 1/1... Step: 5940... Discriminator Loss: 1.5660... Generator Loss: 0.3304
Epoch 1/1... Step: 5950... Discriminator Loss: 0.8781... Generator Loss: 0.7790
Epoch 1/1... Step: 5960... Discriminator Loss: 1.2457... Generator Loss: 0.4466
Epoch 1/1... Step: 5970... Discriminator Loss: 1.6796... Generator Loss: 0.2572
Epoch 1/1... Step: 5980... Discriminator Loss: 0.9871... Generator Loss: 0.6093
Epoch 1/1... Step: 5990... Discriminator Loss: 1.4326... Generator Loss: 0.3715
Epoch 1/1... Step: 6000... Discriminator Loss: 1.2368... Generator Loss: 0.4368
Cumulative Average Generator Loss / Discriminator Loss: 0.4154396653175354
Current Generator Loss / Discriminator Loss: 0.35318002104759216
Epoch 1/1... Step: 6010... Discriminator Loss: 1.4641... Generator Loss: 0.3168
Epoch 1/1... Step: 6020... Discriminator Loss: 1.1613... Generator Loss: 0.4937
Epoch 1/1... Step: 6030... Discriminator Loss: 1.5842... Generator Loss: 0.2901
Epoch 1/1... Step: 6040... Discriminator Loss: 1.4662... Generator Loss: 0.3755
Epoch 1/1... Step: 6050... Discriminator Loss: 1.2169... Generator Loss: 0.4828
Epoch 1/1... Step: 6060... Discriminator Loss: 1.9440... Generator Loss: 0.2030
Epoch 1/1... Step: 6070... Discriminator Loss: 1.3819... Generator Loss: 0.3835
Epoch 1/1... Step: 6080... Discriminator Loss: 0.8976... Generator Loss: 0.7087
Epoch 1/1... Step: 6090... Discriminator Loss: 0.8792... Generator Loss: 0.9105
Epoch 1/1... Step: 6100... Discriminator Loss: 1.2429... Generator Loss: 0.4156
Cumulative Average Generator Loss / Discriminator Loss: 0.4143168330192566
Current Generator Loss / Discriminator Loss: 0.3343489170074463
Epoch 1/1... Step: 6110... Discriminator Loss: 1.5844... Generator Loss: 0.2862
Epoch 1/1... Step: 6120... Discriminator Loss: 1.1627... Generator Loss: 0.4802
Epoch 1/1... Step: 6130... Discriminator Loss: 1.3673... Generator Loss: 0.3733
Epoch 1/1... Step: 6140... Discriminator Loss: 1.8008... Generator Loss: 0.2149
Epoch 1/1... Step: 6150... Discriminator Loss: 0.7996... Generator Loss: 0.8574
Epoch 1/1... Step: 6160... Discriminator Loss: 1.1304... Generator Loss: 1.0924
Epoch 1/1... Step: 6170... Discriminator Loss: 1.1796... Generator Loss: 0.5075
Epoch 1/1... Step: 6180... Discriminator Loss: 0.8449... Generator Loss: 0.7372
Epoch 1/1... Step: 6190... Discriminator Loss: 1.1515... Generator Loss: 0.6214
Epoch 1/1... Step: 6200... Discriminator Loss: 1.5253... Generator Loss: 0.3241
Cumulative Average Generator Loss / Discriminator Loss: 0.4146733283996582
Current Generator Loss / Discriminator Loss: 0.21249143779277802
Epoch 1/1... Step: 6210... Discriminator Loss: 1.1813... Generator Loss: 0.4879
Epoch 1/1... Step: 6220... Discriminator Loss: 1.5096... Generator Loss: 0.3116
Epoch 1/1... Step: 6230... Discriminator Loss: 0.7342... Generator Loss: 0.9813
Epoch 1/1... Step: 6240... Discriminator Loss: 1.6281... Generator Loss: 0.2950
Epoch 1/1... Step: 6250... Discriminator Loss: 0.8642... Generator Loss: 0.8686
Epoch 1/1... Step: 6260... Discriminator Loss: 0.6995... Generator Loss: 0.8691
Epoch 1/1... Step: 6270... Discriminator Loss: 1.5026... Generator Loss: 0.3339
Epoch 1/1... Step: 6280... Discriminator Loss: 1.1390... Generator Loss: 0.5913
Epoch 1/1... Step: 6290... Discriminator Loss: 1.2228... Generator Loss: 0.4633
Epoch 1/1... Step: 6300... Discriminator Loss: 1.5413... Generator Loss: 0.3341
Cumulative Average Generator Loss / Discriminator Loss: 0.4153260886669159
Current Generator Loss / Discriminator Loss: 0.2167454957962036
Epoch 1/1... Step: 6310... Discriminator Loss: 1.8598... Generator Loss: 0.2224
Epoch 1/1... Step: 6320... Discriminator Loss: 1.6383... Generator Loss: 0.3131
Epoch 1/1... Step: 6330... Discriminator Loss: 2.5255... Generator Loss: 0.1128
Epoch 1/1... Step: 6340... Discriminator Loss: 1.3379... Generator Loss: 0.4319
Epoch 1/1... Step: 6350... Discriminator Loss: 1.3295... Generator Loss: 0.4097
Epoch 1/1... Step: 6360... Discriminator Loss: 1.9055... Generator Loss: 0.1914
Epoch 1/1... Step: 6370... Discriminator Loss: 0.8806... Generator Loss: 0.7125
Epoch 1/1... Step: 6380... Discriminator Loss: 1.0342... Generator Loss: 0.9406
Epoch 1/1... Step: 6390... Discriminator Loss: 0.9078... Generator Loss: 0.7535
Epoch 1/1... Step: 6400... Discriminator Loss: 0.5794... Generator Loss: 1.1096
Cumulative Average Generator Loss / Discriminator Loss: 0.4146071970462799
Current Generator Loss / Discriminator Loss: 1.915222406387329
Epoch 1/1... Step: 6410... Discriminator Loss: 1.4187... Generator Loss: 0.3960
Epoch 1/1... Step: 6420... Discriminator Loss: 1.6734... Generator Loss: 0.2744
Epoch 1/1... Step: 6430... Discriminator Loss: 1.0269... Generator Loss: 0.6153
Epoch 1/1... Step: 6440... Discriminator Loss: 1.5208... Generator Loss: 0.3057
Epoch 1/1... Step: 6450... Discriminator Loss: 1.1015... Generator Loss: 0.5378
Epoch 1/1... Step: 6460... Discriminator Loss: 2.9925... Generator Loss: 0.0644
Epoch 1/1... Step: 6470... Discriminator Loss: 1.8884... Generator Loss: 0.2149
Epoch 1/1... Step: 6480... Discriminator Loss: 1.7477... Generator Loss: 0.2354
Epoch 1/1... Step: 6490... Discriminator Loss: 1.4652... Generator Loss: 0.3323
Epoch 1/1... Step: 6500... Discriminator Loss: 1.2504... Generator Loss: 0.4336
Cumulative Average Generator Loss / Discriminator Loss: 0.41087642312049866
Current Generator Loss / Discriminator Loss: 0.3467603325843811
Epoch 1/1... Step: 6510... Discriminator Loss: 1.5583... Generator Loss: 0.3024
Epoch 1/1... Step: 6520... Discriminator Loss: 1.2404... Generator Loss: 0.4442
Epoch 1/1... Step: 6530... Discriminator Loss: 1.5221... Generator Loss: 0.3014
Epoch 1/1... Step: 6540... Discriminator Loss: 1.5832... Generator Loss: 0.3068
Epoch 1/1... Step: 6550... Discriminator Loss: 1.4222... Generator Loss: 0.3734
Epoch 1/1... Step: 6560... Discriminator Loss: 1.0273... Generator Loss: 0.9004
Epoch 1/1... Step: 6570... Discriminator Loss: 2.0803... Generator Loss: 0.1705
Epoch 1/1... Step: 6580... Discriminator Loss: 0.8881... Generator Loss: 0.6925
Epoch 1/1... Step: 6590... Discriminator Loss: 1.5408... Generator Loss: 0.2890
Epoch 1/1... Step: 6600... Discriminator Loss: 2.2250... Generator Loss: 0.1439
Cumulative Average Generator Loss / Discriminator Loss: 0.4083169102668762
Current Generator Loss / Discriminator Loss: 0.06465930491685867
Epoch 1/1... Step: 6610... Discriminator Loss: 1.0226... Generator Loss: 0.6537
Epoch 1/1... Step: 6620... Discriminator Loss: 1.9666... Generator Loss: 0.2018
Epoch 1/1... Step: 6630... Discriminator Loss: 1.5085... Generator Loss: 0.3101
Epoch 1/1... Step: 6640... Discriminator Loss: 1.2169... Generator Loss: 0.4446
Epoch 1/1... Step: 6650... Discriminator Loss: 1.0640... Generator Loss: 0.5871
Epoch 1/1... Step: 6660... Discriminator Loss: 1.0545... Generator Loss: 0.6479
Epoch 1/1... Step: 6670... Discriminator Loss: 1.2105... Generator Loss: 0.4581
Epoch 1/1... Step: 6680... Discriminator Loss: 1.2625... Generator Loss: 0.5039
Epoch 1/1... Step: 6690... Discriminator Loss: 0.8932... Generator Loss: 0.7306
Epoch 1/1... Step: 6700... Discriminator Loss: 1.3039... Generator Loss: 0.3923
Cumulative Average Generator Loss / Discriminator Loss: 0.40812239050865173
Current Generator Loss / Discriminator Loss: 0.300891250371933
Epoch 1/1... Step: 6710... Discriminator Loss: 1.8048... Generator Loss: 0.2085
Epoch 1/1... Step: 6720... Discriminator Loss: 1.4167... Generator Loss: 0.3843
Epoch 1/1... Step: 6730... Discriminator Loss: 2.3314... Generator Loss: 0.1223
Epoch 1/1... Step: 6740... Discriminator Loss: 0.7833... Generator Loss: 1.0793
Epoch 1/1... Step: 6750... Discriminator Loss: 0.9875... Generator Loss: 0.6070
Epoch 1/1... Step: 6760... Discriminator Loss: 0.6525... Generator Loss: 0.8762
Epoch 1/1... Step: 6770... Discriminator Loss: 1.7409... Generator Loss: 0.2445
Epoch 1/1... Step: 6780... Discriminator Loss: 1.6726... Generator Loss: 0.2832
Epoch 1/1... Step: 6790... Discriminator Loss: 0.9684... Generator Loss: 0.6223
Epoch 1/1... Step: 6800... Discriminator Loss: 1.5953... Generator Loss: 0.3571
Cumulative Average Generator Loss / Discriminator Loss: 0.4071280360221863
Current Generator Loss / Discriminator Loss: 0.2238330841064453
Epoch 1/1... Step: 6810... Discriminator Loss: 1.7334... Generator Loss: 0.2672
Epoch 1/1... Step: 6820... Discriminator Loss: 0.9818... Generator Loss: 0.6821
Epoch 1/1... Step: 6830... Discriminator Loss: 1.2897... Generator Loss: 0.4671
Epoch 1/1... Step: 6840... Discriminator Loss: 1.4491... Generator Loss: 0.3890
Epoch 1/1... Step: 6850... Discriminator Loss: 1.7032... Generator Loss: 0.2480
Epoch 1/1... Step: 6860... Discriminator Loss: 0.8751... Generator Loss: 0.6356
Epoch 1/1... Step: 6870... Discriminator Loss: 1.2065... Generator Loss: 0.6012
Epoch 1/1... Step: 6880... Discriminator Loss: 1.6874... Generator Loss: 0.2582
Epoch 1/1... Step: 6890... Discriminator Loss: 1.3994... Generator Loss: 0.3829
Epoch 1/1... Step: 6900... Discriminator Loss: 2.8923... Generator Loss: 0.0797
Cumulative Average Generator Loss / Discriminator Loss: 0.4047800302505493
Current Generator Loss / Discriminator Loss: 0.02757090888917446
Epoch 1/1... Step: 6910... Discriminator Loss: 1.5065... Generator Loss: 0.2956
Epoch 1/1... Step: 6920... Discriminator Loss: 1.3658... Generator Loss: 0.3629
Epoch 1/1... Step: 6930... Discriminator Loss: 0.9204... Generator Loss: 0.7974
Epoch 1/1... Step: 6940... Discriminator Loss: 1.6596... Generator Loss: 0.2622
Epoch 1/1... Step: 6950... Discriminator Loss: 1.3559... Generator Loss: 0.5723
Epoch 1/1... Step: 6960... Discriminator Loss: 0.9966... Generator Loss: 0.6011
Epoch 1/1... Step: 6970... Discriminator Loss: 1.3996... Generator Loss: 0.3597
Epoch 1/1... Step: 6980... Discriminator Loss: 1.1073... Generator Loss: 0.5979
Epoch 1/1... Step: 6990... Discriminator Loss: 1.4801... Generator Loss: 0.3586
Epoch 1/1... Step: 7000... Discriminator Loss: 1.5562... Generator Loss: 0.2918
Cumulative Average Generator Loss / Discriminator Loss: 0.40382257103919983
Current Generator Loss / Discriminator Loss: 0.18747931718826294
Epoch 1/1... Step: 7010... Discriminator Loss: 1.4638... Generator Loss: 0.3388
Epoch 1/1... Step: 7020... Discriminator Loss: 1.8738... Generator Loss: 0.2200
Epoch 1/1... Step: 7030... Discriminator Loss: 1.4977... Generator Loss: 0.3074
Epoch 1/1... Step: 7040... Discriminator Loss: 1.1013... Generator Loss: 0.5082
Epoch 1/1... Step: 7050... Discriminator Loss: 1.3707... Generator Loss: 0.3728
Epoch 1/1... Step: 7060... Discriminator Loss: 1.6102... Generator Loss: 0.3061
Epoch 1/1... Step: 7070... Discriminator Loss: 1.4299... Generator Loss: 0.3592
Epoch 1/1... Step: 7080... Discriminator Loss: 1.3394... Generator Loss: 0.3772
Epoch 1/1... Step: 7090... Discriminator Loss: 1.5902... Generator Loss: 0.3109
Epoch 1/1... Step: 7100... Discriminator Loss: 0.7704... Generator Loss: 0.9201
Cumulative Average Generator Loss / Discriminator Loss: 0.4020978510379791
Current Generator Loss / Discriminator Loss: 1.1944077014923096
Epoch 1/1... Step: 7110... Discriminator Loss: 0.9341... Generator Loss: 0.6406
Epoch 1/1... Step: 7120... Discriminator Loss: 1.5149... Generator Loss: 0.3404
Epoch 1/1... Step: 7130... Discriminator Loss: 1.4674... Generator Loss: 0.3471
Epoch 1/1... Step: 7140... Discriminator Loss: 1.4096... Generator Loss: 0.3825
Epoch 1/1... Step: 7150... Discriminator Loss: 1.0885... Generator Loss: 0.7492
Epoch 1/1... Step: 7160... Discriminator Loss: 0.7625... Generator Loss: 0.9026
Epoch 1/1... Step: 7170... Discriminator Loss: 1.4249... Generator Loss: 0.3312
Epoch 1/1... Step: 7180... Discriminator Loss: 0.9218... Generator Loss: 0.8433
Epoch 1/1... Step: 7190... Discriminator Loss: 1.1701... Generator Loss: 0.7553
Epoch 1/1... Step: 7200... Discriminator Loss: 1.2032... Generator Loss: 0.4682
Cumulative Average Generator Loss / Discriminator Loss: 0.40310510993003845
Current Generator Loss / Discriminator Loss: 0.38911402225494385
Epoch 1/1... Step: 7210... Discriminator Loss: 1.2321... Generator Loss: 0.5032
Epoch 1/1... Step: 7220... Discriminator Loss: 1.2300... Generator Loss: 0.4381
Epoch 1/1... Step: 7230... Discriminator Loss: 0.7099... Generator Loss: 1.2757
Epoch 1/1... Step: 7240... Discriminator Loss: 0.9365... Generator Loss: 0.6734
Epoch 1/1... Step: 7250... Discriminator Loss: 1.7666... Generator Loss: 0.2315
Epoch 1/1... Step: 7260... Discriminator Loss: 2.3691... Generator Loss: 0.1229
Epoch 1/1... Step: 7270... Discriminator Loss: 1.1962... Generator Loss: 0.5230
Epoch 1/1... Step: 7280... Discriminator Loss: 1.0657... Generator Loss: 0.8077
Epoch 1/1... Step: 7290... Discriminator Loss: 1.5924... Generator Loss: 0.2714
Epoch 1/1... Step: 7300... Discriminator Loss: 1.2750... Generator Loss: 0.4239
Cumulative Average Generator Loss / Discriminator Loss: 0.4029828608036041
Current Generator Loss / Discriminator Loss: 0.3324512839317322
Epoch 1/1... Step: 7310... Discriminator Loss: 1.1673... Generator Loss: 0.4773
Epoch 1/1... Step: 7320... Discriminator Loss: 0.9508... Generator Loss: 1.1210
Epoch 1/1... Step: 7330... Discriminator Loss: 1.1308... Generator Loss: 0.5157
Epoch 1/1... Step: 7340... Discriminator Loss: 1.0207... Generator Loss: 0.7190
Epoch 1/1... Step: 7350... Discriminator Loss: 1.5407... Generator Loss: 0.3409
Epoch 1/1... Step: 7360... Discriminator Loss: 0.8803... Generator Loss: 0.9711
Epoch 1/1... Step: 7370... Discriminator Loss: 1.7606... Generator Loss: 0.2544
Epoch 1/1... Step: 7380... Discriminator Loss: 2.3493... Generator Loss: 0.1262
Epoch 1/1... Step: 7390... Discriminator Loss: 1.0499... Generator Loss: 0.5667
Epoch 1/1... Step: 7400... Discriminator Loss: 1.7118... Generator Loss: 0.2535
Cumulative Average Generator Loss / Discriminator Loss: 0.40286290645599365
Current Generator Loss / Discriminator Loss: 0.14807990193367004
Epoch 1/1... Step: 7410... Discriminator Loss: 1.2815... Generator Loss: 0.4104
Epoch 1/1... Step: 7420... Discriminator Loss: 0.9528... Generator Loss: 0.7723
Epoch 1/1... Step: 7430... Discriminator Loss: 1.4669... Generator Loss: 0.3246
Epoch 1/1... Step: 7440... Discriminator Loss: 0.7382... Generator Loss: 1.1872
Epoch 1/1... Step: 7450... Discriminator Loss: 1.5781... Generator Loss: 0.2802
Epoch 1/1... Step: 7460... Discriminator Loss: 2.0984... Generator Loss: 0.1710
Epoch 1/1... Step: 7470... Discriminator Loss: 0.9288... Generator Loss: 0.6091
Epoch 1/1... Step: 7480... Discriminator Loss: 1.2321... Generator Loss: 0.4701
Epoch 1/1... Step: 7490... Discriminator Loss: 1.3011... Generator Loss: 0.4751
Epoch 1/1... Step: 7500... Discriminator Loss: 1.2600... Generator Loss: 0.4681
Cumulative Average Generator Loss / Discriminator Loss: 0.4028592109680176
Current Generator Loss / Discriminator Loss: 0.3715260624885559
Epoch 1/1... Step: 7510... Discriminator Loss: 1.7012... Generator Loss: 0.3282
Epoch 1/1... Step: 7520... Discriminator Loss: 1.3490... Generator Loss: 0.3759
Epoch 1/1... Step: 7530... Discriminator Loss: 1.8288... Generator Loss: 0.2914
Epoch 1/1... Step: 7540... Discriminator Loss: 1.7319... Generator Loss: 0.2388
Epoch 1/1... Step: 7550... Discriminator Loss: 0.9251... Generator Loss: 0.7105
Epoch 1/1... Step: 7560... Discriminator Loss: 1.5982... Generator Loss: 0.3508
Epoch 1/1... Step: 7570... Discriminator Loss: 1.4371... Generator Loss: 0.3497
Epoch 1/1... Step: 7580... Discriminator Loss: 0.9123... Generator Loss: 0.7797
Epoch 1/1... Step: 7590... Discriminator Loss: 1.4659... Generator Loss: 0.3801
Epoch 1/1... Step: 7600... Discriminator Loss: 2.0162... Generator Loss: 0.1849
Cumulative Average Generator Loss / Discriminator Loss: 0.40086856484413147
Current Generator Loss / Discriminator Loss: 0.09170901775360107
Epoch 1/1... Step: 7610... Discriminator Loss: 1.1650... Generator Loss: 0.5067
Epoch 1/1... Step: 7620... Discriminator Loss: 2.0214... Generator Loss: 0.1618
Epoch 1/1... Step: 7630... Discriminator Loss: 0.9653... Generator Loss: 0.6407
Epoch 1/1... Step: 7640... Discriminator Loss: 1.9739... Generator Loss: 0.1980
Epoch 1/1... Step: 7650... Discriminator Loss: 1.8185... Generator Loss: 0.2028
Epoch 1/1... Step: 7660... Discriminator Loss: 0.8176... Generator Loss: 0.9088
Epoch 1/1... Step: 7670... Discriminator Loss: 1.4044... Generator Loss: 0.3518
Epoch 1/1... Step: 7680... Discriminator Loss: 1.3690... Generator Loss: 0.3795
Epoch 1/1... Step: 7690... Discriminator Loss: 1.6706... Generator Loss: 0.2744
Epoch 1/1... Step: 7700... Discriminator Loss: 1.7597... Generator Loss: 0.2361
Cumulative Average Generator Loss / Discriminator Loss: 0.39881113171577454
Current Generator Loss / Discriminator Loss: 0.13415560126304626
Epoch 1/1... Step: 7710... Discriminator Loss: 1.4461... Generator Loss: 0.4189
Epoch 1/1... Step: 7720... Discriminator Loss: 1.8046... Generator Loss: 0.2149
Epoch 1/1... Step: 7730... Discriminator Loss: 1.1130... Generator Loss: 0.5079
Epoch 1/1... Step: 7740... Discriminator Loss: 1.3662... Generator Loss: 0.4115
Epoch 1/1... Step: 7750... Discriminator Loss: 1.5957... Generator Loss: 0.2796
Epoch 1/1... Step: 7760... Discriminator Loss: 1.3508... Generator Loss: 0.3717
Epoch 1/1... Step: 7770... Discriminator Loss: 1.1879... Generator Loss: 0.5490
Epoch 1/1... Step: 7780... Discriminator Loss: 1.5092... Generator Loss: 0.4787
Epoch 1/1... Step: 7790... Discriminator Loss: 0.8954... Generator Loss: 0.7761
Epoch 1/1... Step: 7800... Discriminator Loss: 1.5208... Generator Loss: 0.3376
Cumulative Average Generator Loss / Discriminator Loss: 0.39771583676338196
Current Generator Loss / Discriminator Loss: 0.22201159596443176
Epoch 1/1... Step: 7810... Discriminator Loss: 1.3782... Generator Loss: 0.3953
Epoch 1/1... Step: 7820... Discriminator Loss: 1.8018... Generator Loss: 0.2098
Epoch 1/1... Step: 7830... Discriminator Loss: 1.1365... Generator Loss: 0.5116
Epoch 1/1... Step: 7840... Discriminator Loss: 1.1886... Generator Loss: 0.4865
Epoch 1/1... Step: 7850... Discriminator Loss: 1.5884... Generator Loss: 0.2768
Epoch 1/1... Step: 7860... Discriminator Loss: 1.3271... Generator Loss: 0.4093
Epoch 1/1... Step: 7870... Discriminator Loss: 1.7953... Generator Loss: 0.2281
Epoch 1/1... Step: 7880... Discriminator Loss: 1.2398... Generator Loss: 0.4317
Epoch 1/1... Step: 7890... Discriminator Loss: 1.1165... Generator Loss: 0.4887
Epoch 1/1... Step: 7900... Discriminator Loss: 1.0317... Generator Loss: 0.5925
Cumulative Average Generator Loss / Discriminator Loss: 0.3964218497276306
Current Generator Loss / Discriminator Loss: 0.5742906332015991
Epoch 1/1... Step: 7910... Discriminator Loss: 1.2795... Generator Loss: 0.4206
Epoch 1/1... Step: 7920... Discriminator Loss: 1.4518... Generator Loss: 0.3312
Epoch 1/1... Step: 7930... Discriminator Loss: 1.1069... Generator Loss: 0.6495
Epoch 1/1... Step: 7940... Discriminator Loss: 1.3861... Generator Loss: 0.4027
Epoch 1/1... Step: 7950... Discriminator Loss: 1.0514... Generator Loss: 0.7335
Epoch 1/1... Step: 7960... Discriminator Loss: 0.9455... Generator Loss: 0.7103
Epoch 1/1... Step: 7970... Discriminator Loss: 1.4045... Generator Loss: 0.3726
Epoch 1/1... Step: 7980... Discriminator Loss: 2.0893... Generator Loss: 0.1730
Epoch 1/1... Step: 7990... Discriminator Loss: 1.5276... Generator Loss: 0.3253
Epoch 1/1... Step: 8000... Discriminator Loss: 1.5355... Generator Loss: 0.3248
Cumulative Average Generator Loss / Discriminator Loss: 0.3954792320728302
Current Generator Loss / Discriminator Loss: 0.21150526404380798
Epoch 1/1... Step: 8010... Discriminator Loss: 1.6054... Generator Loss: 0.2806
Epoch 1/1... Step: 8020... Discriminator Loss: 1.2404... Generator Loss: 0.4511
Epoch 1/1... Step: 8030... Discriminator Loss: 1.1623... Generator Loss: 0.4900
Epoch 1/1... Step: 8040... Discriminator Loss: 1.4747... Generator Loss: 0.3234
Epoch 1/1... Step: 8050... Discriminator Loss: 1.5438... Generator Loss: 0.2937
Epoch 1/1... Step: 8060... Discriminator Loss: 1.5067... Generator Loss: 0.3273
Epoch 1/1... Step: 8070... Discriminator Loss: 1.4706... Generator Loss: 0.3288
Epoch 1/1... Step: 8080... Discriminator Loss: 1.5306... Generator Loss: 0.2965
Epoch 1/1... Step: 8090... Discriminator Loss: 0.8018... Generator Loss: 0.7318
Epoch 1/1... Step: 8100... Discriminator Loss: 1.2025... Generator Loss: 0.5418
Cumulative Average Generator Loss / Discriminator Loss: 0.3943009078502655
Current Generator Loss / Discriminator Loss: 0.45053014159202576
Epoch 1/1... Step: 8110... Discriminator Loss: 1.8259... Generator Loss: 0.2206
Epoch 1/1... Step: 8120... Discriminator Loss: 1.1293... Generator Loss: 0.5164
Epoch 1/1... Step: 8130... Discriminator Loss: 1.4526... Generator Loss: 0.3417
Epoch 1/1... Step: 8140... Discriminator Loss: 1.5712... Generator Loss: 0.3428
Epoch 1/1... Step: 8150... Discriminator Loss: 1.1269... Generator Loss: 0.5914
Epoch 1/1... Step: 8160... Discriminator Loss: 1.0878... Generator Loss: 0.5960
Epoch 1/1... Step: 8170... Discriminator Loss: 1.0540... Generator Loss: 0.7997
Epoch 1/1... Step: 8180... Discriminator Loss: 1.1943... Generator Loss: 0.4879
Epoch 1/1... Step: 8190... Discriminator Loss: 1.1833... Generator Loss: 0.5381
Epoch 1/1... Step: 8200... Discriminator Loss: 1.2003... Generator Loss: 0.4775
Cumulative Average Generator Loss / Discriminator Loss: 0.39416980743408203
Current Generator Loss / Discriminator Loss: 0.3978237211704254
Epoch 1/1... Step: 8210... Discriminator Loss: 1.1411... Generator Loss: 0.4563
Epoch 1/1... Step: 8220... Discriminator Loss: 1.2080... Generator Loss: 0.4628
Epoch 1/1... Step: 8230... Discriminator Loss: 0.6219... Generator Loss: 1.3063
Epoch 1/1... Step: 8240... Discriminator Loss: 2.6584... Generator Loss: 0.1047
Epoch 1/1... Step: 8250... Discriminator Loss: 1.2694... Generator Loss: 0.4960
Epoch 1/1... Step: 8260... Discriminator Loss: 2.0393... Generator Loss: 0.1884
Epoch 1/1... Step: 8270... Discriminator Loss: 1.0988... Generator Loss: 0.5987
Epoch 1/1... Step: 8280... Discriminator Loss: 2.2316... Generator Loss: 0.1368
Epoch 1/1... Step: 8290... Discriminator Loss: 1.0659... Generator Loss: 0.5141
Epoch 1/1... Step: 8300... Discriminator Loss: 1.5850... Generator Loss: 0.2814
Cumulative Average Generator Loss / Discriminator Loss: 0.39297956228256226
Current Generator Loss / Discriminator Loss: 0.1775716096162796
Epoch 1/1... Step: 8310... Discriminator Loss: 0.9345... Generator Loss: 0.6303
Epoch 1/1... Step: 8320... Discriminator Loss: 2.1607... Generator Loss: 0.1506
Epoch 1/1... Step: 8330... Discriminator Loss: 1.1568... Generator Loss: 0.6244
Epoch 1/1... Step: 8340... Discriminator Loss: 0.9631... Generator Loss: 1.3632
Epoch 1/1... Step: 8350... Discriminator Loss: 0.9368... Generator Loss: 0.6392
Epoch 1/1... Step: 8360... Discriminator Loss: 1.4056... Generator Loss: 0.3226
Epoch 1/1... Step: 8370... Discriminator Loss: 1.6648... Generator Loss: 0.2611
Epoch 1/1... Step: 8380... Discriminator Loss: 1.5206... Generator Loss: 0.3219
Epoch 1/1... Step: 8390... Discriminator Loss: 1.6964... Generator Loss: 0.2356
Epoch 1/1... Step: 8400... Discriminator Loss: 1.6774... Generator Loss: 0.2713
Cumulative Average Generator Loss / Discriminator Loss: 0.39233922958374023
Current Generator Loss / Discriminator Loss: 0.16175000369548798
Epoch 1/1... Step: 8410... Discriminator Loss: 2.0923... Generator Loss: 0.1706
Epoch 1/1... Step: 8420... Discriminator Loss: 1.1732... Generator Loss: 0.5423
Epoch 1/1... Step: 8430... Discriminator Loss: 1.2686... Generator Loss: 1.2410
Epoch 1/1... Step: 8440... Discriminator Loss: 0.8762... Generator Loss: 1.7415
Epoch 1/1... Step: 8450... Discriminator Loss: 1.0759... Generator Loss: 0.5355
Epoch 1/1... Step: 8460... Discriminator Loss: 1.5480... Generator Loss: 0.3416
Epoch 1/1... Step: 8470... Discriminator Loss: 1.4000... Generator Loss: 0.3319
Epoch 1/1... Step: 8480... Discriminator Loss: 1.8230... Generator Loss: 0.2038
Epoch 1/1... Step: 8490... Discriminator Loss: 1.3957... Generator Loss: 0.3494
Epoch 1/1... Step: 8500... Discriminator Loss: 1.4330... Generator Loss: 0.4298
Cumulative Average Generator Loss / Discriminator Loss: 0.39265304803848267
Current Generator Loss / Discriminator Loss: 0.29993143677711487
Epoch 1/1... Step: 8510... Discriminator Loss: 1.3263... Generator Loss: 0.4285
Epoch 1/1... Step: 8520... Discriminator Loss: 1.2793... Generator Loss: 0.4291
Epoch 1/1... Step: 8530... Discriminator Loss: 1.4710... Generator Loss: 0.3787
Epoch 1/1... Step: 8540... Discriminator Loss: 0.9912... Generator Loss: 0.7028
Epoch 1/1... Step: 8550... Discriminator Loss: 0.9895... Generator Loss: 0.6265
Epoch 1/1... Step: 8560... Discriminator Loss: 1.1763... Generator Loss: 0.4904
Epoch 1/1... Step: 8570... Discriminator Loss: 1.0166... Generator Loss: 0.6126
Epoch 1/1... Step: 8580... Discriminator Loss: 1.2146... Generator Loss: 0.4533
Epoch 1/1... Step: 8590... Discriminator Loss: 0.7683... Generator Loss: 1.1672
Epoch 1/1... Step: 8600... Discriminator Loss: 1.4354... Generator Loss: 0.3398
Cumulative Average Generator Loss / Discriminator Loss: 0.39355456829071045
Current Generator Loss / Discriminator Loss: 0.2367391735315323
Epoch 1/1... Step: 8610... Discriminator Loss: 1.1729... Generator Loss: 0.4948
Epoch 1/1... Step: 8620... Discriminator Loss: 1.3815... Generator Loss: 0.4496
Epoch 1/1... Step: 8630... Discriminator Loss: 1.4322... Generator Loss: 0.3296
Epoch 1/1... Step: 8640... Discriminator Loss: 1.2724... Generator Loss: 0.4700
Epoch 1/1... Step: 8650... Discriminator Loss: 1.0282... Generator Loss: 0.6047
Epoch 1/1... Step: 8660... Discriminator Loss: 1.5144... Generator Loss: 0.3337
Epoch 1/1... Step: 8670... Discriminator Loss: 1.5800... Generator Loss: 0.3067
Epoch 1/1... Step: 8680... Discriminator Loss: 1.3731... Generator Loss: 0.4354
Epoch 1/1... Step: 8690... Discriminator Loss: 1.3989... Generator Loss: 0.3667
Epoch 1/1... Step: 8700... Discriminator Loss: 1.6196... Generator Loss: 0.2567
Cumulative Average Generator Loss / Discriminator Loss: 0.392386794090271
Current Generator Loss / Discriminator Loss: 0.15848222374916077
Epoch 1/1... Step: 8710... Discriminator Loss: 1.0694... Generator Loss: 0.5766
Epoch 1/1... Step: 8720... Discriminator Loss: 1.7923... Generator Loss: 0.2194
Epoch 1/1... Step: 8730... Discriminator Loss: 1.0880... Generator Loss: 0.5127
Epoch 1/1... Step: 8740... Discriminator Loss: 1.9761... Generator Loss: 0.1879
Epoch 1/1... Step: 8750... Discriminator Loss: 2.0696... Generator Loss: 0.1743
Epoch 1/1... Step: 8760... Discriminator Loss: 0.9963... Generator Loss: 0.6229
Epoch 1/1... Step: 8770... Discriminator Loss: 1.0290... Generator Loss: 0.5722
Epoch 1/1... Step: 8780... Discriminator Loss: 1.9415... Generator Loss: 0.2087
Epoch 1/1... Step: 8790... Discriminator Loss: 0.8714... Generator Loss: 1.0430
Epoch 1/1... Step: 8800... Discriminator Loss: 1.5241... Generator Loss: 0.3163
Cumulative Average Generator Loss / Discriminator Loss: 0.3913785219192505
Current Generator Loss / Discriminator Loss: 0.2075348049402237
Epoch 1/1... Step: 8810... Discriminator Loss: 1.6843... Generator Loss: 0.2646
Epoch 1/1... Step: 8820... Discriminator Loss: 1.7010... Generator Loss: 0.2361
Epoch 1/1... Step: 8830... Discriminator Loss: 1.3799... Generator Loss: 0.3730
Epoch 1/1... Step: 8840... Discriminator Loss: 1.2407... Generator Loss: 0.4977
Epoch 1/1... Step: 8850... Discriminator Loss: 1.5523... Generator Loss: 0.2856
Epoch 1/1... Step: 8860... Discriminator Loss: 1.0316... Generator Loss: 0.6404
Epoch 1/1... Step: 8870... Discriminator Loss: 2.1689... Generator Loss: 0.1602
Epoch 1/1... Step: 8880... Discriminator Loss: 1.6886... Generator Loss: 0.2498
Epoch 1/1... Step: 8890... Discriminator Loss: 1.8157... Generator Loss: 0.2336
Epoch 1/1... Step: 8900... Discriminator Loss: 1.2773... Generator Loss: 0.4439
Cumulative Average Generator Loss / Discriminator Loss: 0.38914093375205994
Current Generator Loss / Discriminator Loss: 0.3475610017776489
Epoch 1/1... Step: 8910... Discriminator Loss: 1.8495... Generator Loss: 0.2119
Epoch 1/1... Step: 8920... Discriminator Loss: 1.5129... Generator Loss: 0.3439
Epoch 1/1... Step: 8930... Discriminator Loss: 1.1683... Generator Loss: 0.4366
Epoch 1/1... Step: 8940... Discriminator Loss: 1.5804... Generator Loss: 0.3035
Epoch 1/1... Step: 8950... Discriminator Loss: 1.2510... Generator Loss: 0.4825
Epoch 1/1... Step: 8960... Discriminator Loss: 1.2938... Generator Loss: 0.3914
Epoch 1/1... Step: 8970... Discriminator Loss: 1.1327... Generator Loss: 0.5180
Epoch 1/1... Step: 8980... Discriminator Loss: 1.4642... Generator Loss: 0.3482
Epoch 1/1... Step: 8990... Discriminator Loss: 1.0973... Generator Loss: 0.7311
Epoch 1/1... Step: 9000... Discriminator Loss: 1.3408... Generator Loss: 0.4031
Cumulative Average Generator Loss / Discriminator Loss: 0.388191282749176
Current Generator Loss / Discriminator Loss: 0.30064672231674194
Epoch 1/1... Step: 9010... Discriminator Loss: 2.0961... Generator Loss: 0.1582
Epoch 1/1... Step: 9020... Discriminator Loss: 0.8833... Generator Loss: 0.7441
Epoch 1/1... Step: 9030... Discriminator Loss: 1.5252... Generator Loss: 0.3301
Epoch 1/1... Step: 9040... Discriminator Loss: 1.2640... Generator Loss: 0.5448
Epoch 1/1... Step: 9050... Discriminator Loss: 1.3971... Generator Loss: 0.4003
Epoch 1/1... Step: 9060... Discriminator Loss: 0.7141... Generator Loss: 1.1836
Epoch 1/1... Step: 9070... Discriminator Loss: 2.0030... Generator Loss: 0.1881
Epoch 1/1... Step: 9080... Discriminator Loss: 1.2993... Generator Loss: 0.5119
Epoch 1/1... Step: 9090... Discriminator Loss: 0.9898... Generator Loss: 0.6030
Epoch 1/1... Step: 9100... Discriminator Loss: 1.4012... Generator Loss: 0.3528
Cumulative Average Generator Loss / Discriminator Loss: 0.38798680901527405
Current Generator Loss / Discriminator Loss: 0.25176915526390076
Epoch 1/1... Step: 9110... Discriminator Loss: 1.6900... Generator Loss: 0.2699
Epoch 1/1... Step: 9120... Discriminator Loss: 1.2779... Generator Loss: 0.4261
Epoch 1/1... Step: 9130... Discriminator Loss: 1.6611... Generator Loss: 0.2587
Epoch 1/1... Step: 9140... Discriminator Loss: 1.2475... Generator Loss: 0.4555
Epoch 1/1... Step: 9150... Discriminator Loss: 1.1442... Generator Loss: 0.5112
Epoch 1/1... Step: 9160... Discriminator Loss: 1.3073... Generator Loss: 0.3598
Epoch 1/1... Step: 9170... Discriminator Loss: 2.1531... Generator Loss: 0.1429
Epoch 1/1... Step: 9180... Discriminator Loss: 1.2693... Generator Loss: 0.4648
Epoch 1/1... Step: 9190... Discriminator Loss: 1.2932... Generator Loss: 0.3926
Epoch 1/1... Step: 9200... Discriminator Loss: 1.3659... Generator Loss: 0.4048
Cumulative Average Generator Loss / Discriminator Loss: 0.3864596486091614
Current Generator Loss / Discriminator Loss: 0.29639193415641785
Epoch 1/1... Step: 9210... Discriminator Loss: 1.1692... Generator Loss: 0.4445
Epoch 1/1... Step: 9220... Discriminator Loss: 1.5493... Generator Loss: 0.3379
Epoch 1/1... Step: 9230... Discriminator Loss: 1.8192... Generator Loss: 0.2434
Epoch 1/1... Step: 9240... Discriminator Loss: 1.6987... Generator Loss: 0.3264
Epoch 1/1... Step: 9250... Discriminator Loss: 1.2913... Generator Loss: 0.4123
Epoch 1/1... Step: 9260... Discriminator Loss: 1.6076... Generator Loss: 0.2674
Epoch 1/1... Step: 9270... Discriminator Loss: 1.7762... Generator Loss: 0.2337
Epoch 1/1... Step: 9280... Discriminator Loss: 1.4668... Generator Loss: 0.3110
Epoch 1/1... Step: 9290... Discriminator Loss: 1.4192... Generator Loss: 0.4497
Epoch 1/1... Step: 9300... Discriminator Loss: 0.9008... Generator Loss: 0.6831
Cumulative Average Generator Loss / Discriminator Loss: 0.38489770889282227
Current Generator Loss / Discriminator Loss: 0.7583480477333069
Epoch 1/1... Step: 9310... Discriminator Loss: 1.4162... Generator Loss: 0.3345
Epoch 1/1... Step: 9320... Discriminator Loss: 1.3776... Generator Loss: 0.4263
Epoch 1/1... Step: 9330... Discriminator Loss: 0.9385... Generator Loss: 0.8628
Epoch 1/1... Step: 9340... Discriminator Loss: 1.2677... Generator Loss: 0.4152
Epoch 1/1... Step: 9350... Discriminator Loss: 1.3589... Generator Loss: 0.3904
Epoch 1/1... Step: 9360... Discriminator Loss: 0.9268... Generator Loss: 0.8731
Epoch 1/1... Step: 9370... Discriminator Loss: 1.9046... Generator Loss: 0.2293
Epoch 1/1... Step: 9380... Discriminator Loss: 1.2873... Generator Loss: 0.4436
Epoch 1/1... Step: 9390... Discriminator Loss: 1.8667... Generator Loss: 0.2229
Epoch 1/1... Step: 9400... Discriminator Loss: 1.5208... Generator Loss: 0.3055
Cumulative Average Generator Loss / Discriminator Loss: 0.3842446208000183
Current Generator Loss / Discriminator Loss: 0.20091073215007782
Epoch 1/1... Step: 9410... Discriminator Loss: 0.9517... Generator Loss: 0.8289
Epoch 1/1... Step: 9420... Discriminator Loss: 1.5026... Generator Loss: 0.3261
Epoch 1/1... Step: 9430... Discriminator Loss: 1.0264... Generator Loss: 0.7019
Epoch 1/1... Step: 9440... Discriminator Loss: 1.6398... Generator Loss: 0.2825
Epoch 1/1... Step: 9450... Discriminator Loss: 0.9462... Generator Loss: 0.6720
Epoch 1/1... Step: 9460... Discriminator Loss: 1.4091... Generator Loss: 0.3984
Epoch 1/1... Step: 9470... Discriminator Loss: 1.1660... Generator Loss: 0.6907
Epoch 1/1... Step: 9480... Discriminator Loss: 1.1262... Generator Loss: 0.4751
Epoch 1/1... Step: 9490... Discriminator Loss: 1.2866... Generator Loss: 0.4475
Epoch 1/1... Step: 9500... Discriminator Loss: 1.5188... Generator Loss: 0.3880
Cumulative Average Generator Loss / Discriminator Loss: 0.3845394253730774
Current Generator Loss / Discriminator Loss: 0.25544145703315735
Epoch 1/1... Step: 9510... Discriminator Loss: 1.7850... Generator Loss: 0.2353
Epoch 1/1... Step: 9520... Discriminator Loss: 1.0092... Generator Loss: 0.5786
Epoch 1/1... Step: 9530... Discriminator Loss: 1.1759... Generator Loss: 0.5082
Epoch 1/1... Step: 9540... Discriminator Loss: 1.3483... Generator Loss: 0.3965
Epoch 1/1... Step: 9550... Discriminator Loss: 0.6885... Generator Loss: 1.1676
Epoch 1/1... Step: 9560... Discriminator Loss: 1.4546... Generator Loss: 0.3392
Epoch 1/1... Step: 9570... Discriminator Loss: 1.0164... Generator Loss: 0.7921
Epoch 1/1... Step: 9580... Discriminator Loss: 1.9137... Generator Loss: 0.2072
Epoch 1/1... Step: 9590... Discriminator Loss: 2.2246... Generator Loss: 0.1594
Epoch 1/1... Step: 9600... Discriminator Loss: 1.3159... Generator Loss: 0.4173
Cumulative Average Generator Loss / Discriminator Loss: 0.3841123878955841
Current Generator Loss / Discriminator Loss: 0.31709617376327515
Epoch 1/1... Step: 9610... Discriminator Loss: 1.6747... Generator Loss: 0.2645
Epoch 1/1... Step: 9620... Discriminator Loss: 0.9127... Generator Loss: 0.7546
Epoch 1/1... Step: 9630... Discriminator Loss: 0.9921... Generator Loss: 0.9239
Epoch 1/1... Step: 9640... Discriminator Loss: 1.2405... Generator Loss: 0.5297
Epoch 1/1... Step: 9650... Discriminator Loss: 1.3151... Generator Loss: 0.3704
Epoch 1/1... Step: 9660... Discriminator Loss: 1.0161... Generator Loss: 0.5798
Epoch 1/1... Step: 9670... Discriminator Loss: 1.2332... Generator Loss: 0.6608
Epoch 1/1... Step: 9680... Discriminator Loss: 2.0658... Generator Loss: 0.1629
Epoch 1/1... Step: 9690... Discriminator Loss: 0.5633... Generator Loss: 1.2511
Epoch 1/1... Step: 9700... Discriminator Loss: 1.1437... Generator Loss: 0.5214
Cumulative Average Generator Loss / Discriminator Loss: 0.3851390480995178
Current Generator Loss / Discriminator Loss: 0.4558861553668976
Epoch 1/1... Step: 9710... Discriminator Loss: 0.8481... Generator Loss: 1.8112
Epoch 1/1... Step: 9720... Discriminator Loss: 1.5226... Generator Loss: 0.3355
Epoch 1/1... Step: 9730... Discriminator Loss: 0.7816... Generator Loss: 0.8709
Epoch 1/1... Step: 9740... Discriminator Loss: 1.5925... Generator Loss: 0.2719
Epoch 1/1... Step: 9750... Discriminator Loss: 1.3742... Generator Loss: 0.3426
Epoch 1/1... Step: 9760... Discriminator Loss: 1.5331... Generator Loss: 0.3109
Epoch 1/1... Step: 9770... Discriminator Loss: 1.3741... Generator Loss: 0.3620
Epoch 1/1... Step: 9780... Discriminator Loss: 1.3178... Generator Loss: 0.4997
Epoch 1/1... Step: 9790... Discriminator Loss: 0.8556... Generator Loss: 0.7599
Epoch 1/1... Step: 9800... Discriminator Loss: 2.0895... Generator Loss: 0.1706
Cumulative Average Generator Loss / Discriminator Loss: 0.38560378551483154
Current Generator Loss / Discriminator Loss: 0.0816270262002945
Epoch 1/1... Step: 9810... Discriminator Loss: 1.4573... Generator Loss: 0.3166
Epoch 1/1... Step: 9820... Discriminator Loss: 1.7007... Generator Loss: 0.2703
Epoch 1/1... Step: 9830... Discriminator Loss: 1.5525... Generator Loss: 0.3065
Epoch 1/1... Step: 9840... Discriminator Loss: 2.5762... Generator Loss: 0.1001
Epoch 1/1... Step: 9850... Discriminator Loss: 1.9008... Generator Loss: 0.1985
Epoch 1/1... Step: 9860... Discriminator Loss: 2.0862... Generator Loss: 0.1757
Epoch 1/1... Step: 9870... Discriminator Loss: 1.1462... Generator Loss: 0.5617
Epoch 1/1... Step: 9880... Discriminator Loss: 1.6892... Generator Loss: 0.2568
Epoch 1/1... Step: 9890... Discriminator Loss: 1.6759... Generator Loss: 0.2582
Epoch 1/1... Step: 9900... Discriminator Loss: 1.0176... Generator Loss: 0.6412
Cumulative Average Generator Loss / Discriminator Loss: 0.38307952880859375
Current Generator Loss / Discriminator Loss: 0.6300820112228394
Epoch 1/1... Step: 9910... Discriminator Loss: 1.8612... Generator Loss: 0.2265
Epoch 1/1... Step: 9920... Discriminator Loss: 1.7896... Generator Loss: 0.2295
Epoch 1/1... Step: 9930... Discriminator Loss: 1.1862... Generator Loss: 0.5998
Epoch 1/1... Step: 9940... Discriminator Loss: 1.8871... Generator Loss: 0.2088
Epoch 1/1... Step: 9950... Discriminator Loss: 1.2375... Generator Loss: 0.7622
Epoch 1/1... Step: 9960... Discriminator Loss: 1.7679... Generator Loss: 0.2375
Epoch 1/1... Step: 9970... Discriminator Loss: 0.5085... Generator Loss: 1.3096
Epoch 1/1... Step: 9980... Discriminator Loss: 1.1474... Generator Loss: 0.4744
Epoch 1/1... Step: 9990... Discriminator Loss: 1.6187... Generator Loss: 0.3094
Epoch 1/1... Step: 10000... Discriminator Loss: 1.3479... Generator Loss: 0.4019
Cumulative Average Generator Loss / Discriminator Loss: 0.38253602385520935
Current Generator Loss / Discriminator Loss: 0.29814594984054565
Epoch 1/1... Step: 10010... Discriminator Loss: 2.4323... Generator Loss: 0.1291
Epoch 1/1... Step: 10020... Discriminator Loss: 1.3088... Generator Loss: 0.4088
Epoch 1/1... Step: 10030... Discriminator Loss: 1.0477... Generator Loss: 0.5395
Epoch 1/1... Step: 10040... Discriminator Loss: 1.8807... Generator Loss: 0.1910
Epoch 1/1... Step: 10050... Discriminator Loss: 0.8787... Generator Loss: 1.0880
Epoch 1/1... Step: 10060... Discriminator Loss: 1.0420... Generator Loss: 0.7075
Epoch 1/1... Step: 10070... Discriminator Loss: 2.0652... Generator Loss: 0.2002
Epoch 1/1... Step: 10080... Discriminator Loss: 1.1176... Generator Loss: 0.4854
Epoch 1/1... Step: 10090... Discriminator Loss: 1.9463... Generator Loss: 0.2115
Epoch 1/1... Step: 10100... Discriminator Loss: 2.4652... Generator Loss: 0.1106
Cumulative Average Generator Loss / Discriminator Loss: 0.3809945285320282
Current Generator Loss / Discriminator Loss: 0.04486803337931633
Epoch 1/1... Step: 10110... Discriminator Loss: 1.0847... Generator Loss: 0.5261
Epoch 1/1... Step: 10120... Discriminator Loss: 1.4659... Generator Loss: 0.3372
Epoch 1/1... Step: 10130... Discriminator Loss: 1.6371... Generator Loss: 0.2502
Epoch 1/1... Step: 10140... Discriminator Loss: 1.5094... Generator Loss: 0.2971
Epoch 1/1... Step: 10150... Discriminator Loss: 2.9623... Generator Loss: 0.0712
Epoch 1/1... Step: 10160... Discriminator Loss: 1.8405... Generator Loss: 0.2187
Epoch 1/1... Step: 10170... Discriminator Loss: 1.5183... Generator Loss: 0.3864
Epoch 1/1... Step: 10180... Discriminator Loss: 2.4230... Generator Loss: 0.1214
Epoch 1/1... Step: 10190... Discriminator Loss: 1.8646... Generator Loss: 0.2052
Epoch 1/1... Step: 10200... Discriminator Loss: 1.0885... Generator Loss: 0.5782
Cumulative Average Generator Loss / Discriminator Loss: 0.3783833384513855
Current Generator Loss / Discriminator Loss: 0.5311488509178162
Epoch 1/1... Step: 10210... Discriminator Loss: 1.9177... Generator Loss: 0.1992
Epoch 1/1... Step: 10220... Discriminator Loss: 1.4406... Generator Loss: 0.3567
Epoch 1/1... Step: 10230... Discriminator Loss: 1.5482... Generator Loss: 0.3125
Epoch 1/1... Step: 10240... Discriminator Loss: 2.3721... Generator Loss: 0.1218
Epoch 1/1... Step: 10250... Discriminator Loss: 1.5655... Generator Loss: 0.3020
Epoch 1/1... Step: 10260... Discriminator Loss: 2.1802... Generator Loss: 0.1472
Epoch 1/1... Step: 10270... Discriminator Loss: 1.8849... Generator Loss: 0.2494
Epoch 1/1... Step: 10280... Discriminator Loss: 1.9391... Generator Loss: 0.2157
Epoch 1/1... Step: 10290... Discriminator Loss: 1.7748... Generator Loss: 0.2656
Epoch 1/1... Step: 10300... Discriminator Loss: 1.2610... Generator Loss: 0.4217
Cumulative Average Generator Loss / Discriminator Loss: 0.3754225969314575
Current Generator Loss / Discriminator Loss: 0.33441710472106934
Epoch 1/1... Step: 10310... Discriminator Loss: 1.1142... Generator Loss: 0.4840
Epoch 1/1... Step: 10320... Discriminator Loss: 1.4403... Generator Loss: 0.4532
Epoch 1/1... Step: 10330... Discriminator Loss: 1.0112... Generator Loss: 1.0786
Epoch 1/1... Step: 10340... Discriminator Loss: 1.6282... Generator Loss: 0.2890
Epoch 1/1... Step: 10350... Discriminator Loss: 0.9032... Generator Loss: 0.7640
Epoch 1/1... Step: 10360... Discriminator Loss: 1.2299... Generator Loss: 0.4696
Epoch 1/1... Step: 10370... Discriminator Loss: 1.7067... Generator Loss: 0.2960
Epoch 1/1... Step: 10380... Discriminator Loss: 0.9889... Generator Loss: 0.6121
Epoch 1/1... Step: 10390... Discriminator Loss: 1.4732... Generator Loss: 0.3248
Epoch 1/1... Step: 10400... Discriminator Loss: 1.5405... Generator Loss: 0.3118
Cumulative Average Generator Loss / Discriminator Loss: 0.3755553066730499
Current Generator Loss / Discriminator Loss: 0.20239928364753723
Epoch 1/1... Step: 10410... Discriminator Loss: 1.2342... Generator Loss: 0.4374
Epoch 1/1... Step: 10420... Discriminator Loss: 1.9968... Generator Loss: 0.1990
Epoch 1/1... Step: 10430... Discriminator Loss: 1.0101... Generator Loss: 0.6970
Epoch 1/1... Step: 10440... Discriminator Loss: 1.5757... Generator Loss: 0.2875
Epoch 1/1... Step: 10450... Discriminator Loss: 1.4348... Generator Loss: 0.3510
Epoch 1/1... Step: 10460... Discriminator Loss: 1.6079... Generator Loss: 0.2789
Epoch 1/1... Step: 10470... Discriminator Loss: 1.8065... Generator Loss: 0.2287
Epoch 1/1... Step: 10480... Discriminator Loss: 1.9101... Generator Loss: 0.1911
Epoch 1/1... Step: 10490... Discriminator Loss: 1.5449... Generator Loss: 0.3226
Epoch 1/1... Step: 10500... Discriminator Loss: 1.1298... Generator Loss: 0.5182
Cumulative Average Generator Loss / Discriminator Loss: 0.37401458621025085
Current Generator Loss / Discriminator Loss: 0.45864999294281006
Epoch 1/1... Step: 10510... Discriminator Loss: 1.2448... Generator Loss: 0.4430
Epoch 1/1... Step: 10520... Discriminator Loss: 1.8223... Generator Loss: 0.2043
Epoch 1/1... Step: 10530... Discriminator Loss: 1.1954... Generator Loss: 0.6284
Epoch 1/1... Step: 10540... Discriminator Loss: 1.3027... Generator Loss: 0.5532
Epoch 1/1... Step: 10550... Discriminator Loss: 1.4007... Generator Loss: 0.4105
Epoch 1/1... Step: 10560... Discriminator Loss: 1.0957... Generator Loss: 0.5427
Epoch 1/1... Step: 10570... Discriminator Loss: 1.2847... Generator Loss: 0.4512
Epoch 1/1... Step: 10580... Discriminator Loss: 1.1189... Generator Loss: 0.5414
Epoch 1/1... Step: 10590... Discriminator Loss: 1.8621... Generator Loss: 0.2159
Epoch 1/1... Step: 10600... Discriminator Loss: 1.4021... Generator Loss: 0.3994
Cumulative Average Generator Loss / Discriminator Loss: 0.37350162863731384
Current Generator Loss / Discriminator Loss: 0.2848546504974365
Epoch 1/1... Step: 10610... Discriminator Loss: 1.8357... Generator Loss: 0.2297
Epoch 1/1... Step: 10620... Discriminator Loss: 1.0504... Generator Loss: 0.7977
Epoch 1/1... Step: 10630... Discriminator Loss: 1.3873... Generator Loss: 0.3907
Epoch 1/1... Step: 10640... Discriminator Loss: 1.2023... Generator Loss: 0.5434
Epoch 1/1... Step: 10650... Discriminator Loss: 1.7215... Generator Loss: 0.2248
Epoch 1/1... Step: 10660... Discriminator Loss: 1.7024... Generator Loss: 0.2587
Epoch 1/1... Step: 10670... Discriminator Loss: 1.3251... Generator Loss: 0.4177
Epoch 1/1... Step: 10680... Discriminator Loss: 1.2412... Generator Loss: 0.5323
Epoch 1/1... Step: 10690... Discriminator Loss: 0.8979... Generator Loss: 0.6279
Epoch 1/1... Step: 10700... Discriminator Loss: 0.7549... Generator Loss: 1.0841
Cumulative Average Generator Loss / Discriminator Loss: 0.37364304065704346
Current Generator Loss / Discriminator Loss: 1.4360449314117432
Epoch 1/1... Step: 10710... Discriminator Loss: 1.2682... Generator Loss: 0.5090
Epoch 1/1... Step: 10720... Discriminator Loss: 1.0542... Generator Loss: 0.5891
Epoch 1/1... Step: 10730... Discriminator Loss: 1.1487... Generator Loss: 0.5205
Epoch 1/1... Step: 10740... Discriminator Loss: 0.9751... Generator Loss: 0.5751
Epoch 1/1... Step: 10750... Discriminator Loss: 2.4821... Generator Loss: 0.1078
Epoch 1/1... Step: 10760... Discriminator Loss: 1.5349... Generator Loss: 0.3100
Epoch 1/1... Step: 10770... Discriminator Loss: 1.4044... Generator Loss: 0.3662
Epoch 1/1... Step: 10780... Discriminator Loss: 1.2138... Generator Loss: 0.4451
Epoch 1/1... Step: 10790... Discriminator Loss: 1.7961... Generator Loss: 0.2135
Epoch 1/1... Step: 10800... Discriminator Loss: 1.1597... Generator Loss: 0.4628
Cumulative Average Generator Loss / Discriminator Loss: 0.3728685677051544
Current Generator Loss / Discriminator Loss: 0.39906206727027893
Epoch 1/1... Step: 10810... Discriminator Loss: 1.5121... Generator Loss: 0.3419
Epoch 1/1... Step: 10820... Discriminator Loss: 1.2114... Generator Loss: 0.6358
Epoch 1/1... Step: 10830... Discriminator Loss: 1.7141... Generator Loss: 0.2311
Epoch 1/1... Step: 10840... Discriminator Loss: 2.1038... Generator Loss: 0.1762
Epoch 1/1... Step: 10850... Discriminator Loss: 1.3994... Generator Loss: 0.4762
Epoch 1/1... Step: 10860... Discriminator Loss: 0.8726... Generator Loss: 0.6826
Epoch 1/1... Step: 10870... Discriminator Loss: 1.6323... Generator Loss: 0.2777
Epoch 1/1... Step: 10880... Discriminator Loss: 1.3096... Generator Loss: 0.3818
Epoch 1/1... Step: 10890... Discriminator Loss: 1.5693... Generator Loss: 0.2732
Epoch 1/1... Step: 10900... Discriminator Loss: 1.8375... Generator Loss: 0.2139
Cumulative Average Generator Loss / Discriminator Loss: 0.3715550899505615
Current Generator Loss / Discriminator Loss: 0.11638560146093369
Epoch 1/1... Step: 10910... Discriminator Loss: 1.0413... Generator Loss: 1.0770
Epoch 1/1... Step: 10920... Discriminator Loss: 1.3258... Generator Loss: 0.3739
Epoch 1/1... Step: 10930... Discriminator Loss: 1.4520... Generator Loss: 0.3208
Epoch 1/1... Step: 10940... Discriminator Loss: 0.7761... Generator Loss: 1.5462
Epoch 1/1... Step: 10950... Discriminator Loss: 0.9856... Generator Loss: 0.6163
Epoch 1/1... Step: 10960... Discriminator Loss: 1.2459... Generator Loss: 0.6161
Epoch 1/1... Step: 10970... Discriminator Loss: 0.9401... Generator Loss: 0.7988
Epoch 1/1... Step: 10980... Discriminator Loss: 0.9177... Generator Loss: 1.4066
Epoch 1/1... Step: 10990... Discriminator Loss: 1.4818... Generator Loss: 0.3460
Epoch 1/1... Step: 11000... Discriminator Loss: 0.8393... Generator Loss: 0.7226
Cumulative Average Generator Loss / Discriminator Loss: 0.37403604388237
Current Generator Loss / Discriminator Loss: 0.8609525561332703
Epoch 1/1... Step: 11010... Discriminator Loss: 1.4500... Generator Loss: 0.3260
Epoch 1/1... Step: 11020... Discriminator Loss: 1.2518... Generator Loss: 0.4178
Epoch 1/1... Step: 11030... Discriminator Loss: 1.4020... Generator Loss: 0.3370
Epoch 1/1... Step: 11040... Discriminator Loss: 1.1422... Generator Loss: 0.9186
Epoch 1/1... Step: 11050... Discriminator Loss: 2.4448... Generator Loss: 0.1240
Epoch 1/1... Step: 11060... Discriminator Loss: 1.9509... Generator Loss: 0.1928
Epoch 1/1... Step: 11070... Discriminator Loss: 1.2186... Generator Loss: 0.4496
Epoch 1/1... Step: 11080... Discriminator Loss: 1.0855... Generator Loss: 0.6287
Epoch 1/1... Step: 11090... Discriminator Loss: 0.6671... Generator Loss: 0.8954
Epoch 1/1... Step: 11100... Discriminator Loss: 1.2458... Generator Loss: 0.5903
Cumulative Average Generator Loss / Discriminator Loss: 0.3738364279270172
Current Generator Loss / Discriminator Loss: 0.47383585572242737
Epoch 1/1... Step: 11110... Discriminator Loss: 1.3606... Generator Loss: 0.3783
Epoch 1/1... Step: 11120... Discriminator Loss: 1.6976... Generator Loss: 0.2422
Epoch 1/1... Step: 11130... Discriminator Loss: 0.9651... Generator Loss: 0.6106
Epoch 1/1... Step: 11140... Discriminator Loss: 1.0900... Generator Loss: 0.6339
Epoch 1/1... Step: 11150... Discriminator Loss: 1.1520... Generator Loss: 0.5042
Epoch 1/1... Step: 11160... Discriminator Loss: 0.8395... Generator Loss: 0.7180
Epoch 1/1... Step: 11170... Discriminator Loss: 1.1130... Generator Loss: 0.5369
Epoch 1/1... Step: 11180... Discriminator Loss: 0.9152... Generator Loss: 0.7031
Epoch 1/1... Step: 11190... Discriminator Loss: 2.6046... Generator Loss: 0.0913
Epoch 1/1... Step: 11200... Discriminator Loss: 2.0831... Generator Loss: 0.1636
Cumulative Average Generator Loss / Discriminator Loss: 0.37345510721206665
Current Generator Loss / Discriminator Loss: 0.07854410260915756
Epoch 1/1... Step: 11210... Discriminator Loss: 1.6625... Generator Loss: 0.2920
Epoch 1/1... Step: 11220... Discriminator Loss: 1.0724... Generator Loss: 0.5223
Epoch 1/1... Step: 11230... Discriminator Loss: 1.4423... Generator Loss: 0.3403
Epoch 1/1... Step: 11240... Discriminator Loss: 1.3864... Generator Loss: 0.3698
Epoch 1/1... Step: 11250... Discriminator Loss: 1.6097... Generator Loss: 0.2642
Epoch 1/1... Step: 11260... Discriminator Loss: 1.2586... Generator Loss: 0.4967
Epoch 1/1... Step: 11270... Discriminator Loss: 1.1664... Generator Loss: 0.4536
Epoch 1/1... Step: 11280... Discriminator Loss: 1.1329... Generator Loss: 0.4927
Epoch 1/1... Step: 11290... Discriminator Loss: 1.5385... Generator Loss: 0.3301
Epoch 1/1... Step: 11300... Discriminator Loss: 2.1615... Generator Loss: 0.1592
Cumulative Average Generator Loss / Discriminator Loss: 0.3723769187927246
Current Generator Loss / Discriminator Loss: 0.07364543527364731
Epoch 1/1... Step: 11310... Discriminator Loss: 0.9247... Generator Loss: 0.6668
Epoch 1/1... Step: 11320... Discriminator Loss: 1.3657... Generator Loss: 0.3757
Epoch 1/1... Step: 11330... Discriminator Loss: 1.1830... Generator Loss: 0.5398
Epoch 1/1... Step: 11340... Discriminator Loss: 1.4901... Generator Loss: 0.3099
Epoch 1/1... Step: 11350... Discriminator Loss: 1.5683... Generator Loss: 0.3269
Epoch 1/1... Step: 11360... Discriminator Loss: 0.7497... Generator Loss: 0.7985
Epoch 1/1... Step: 11370... Discriminator Loss: 1.6478... Generator Loss: 0.3014
Epoch 1/1... Step: 11380... Discriminator Loss: 2.2156... Generator Loss: 0.1504
Epoch 1/1... Step: 11390... Discriminator Loss: 1.3550... Generator Loss: 0.4248
Epoch 1/1... Step: 11400... Discriminator Loss: 1.1091... Generator Loss: 0.5449
Cumulative Average Generator Loss / Discriminator Loss: 0.37197446823120117
Current Generator Loss / Discriminator Loss: 0.4913432002067566
Epoch 1/1... Step: 11410... Discriminator Loss: 1.9431... Generator Loss: 0.2254
Epoch 1/1... Step: 11420... Discriminator Loss: 1.3445... Generator Loss: 0.3905
Epoch 1/1... Step: 11430... Discriminator Loss: 2.3473... Generator Loss: 0.1327
Epoch 1/1... Step: 11440... Discriminator Loss: 0.8751... Generator Loss: 1.1034
Epoch 1/1... Step: 11450... Discriminator Loss: 0.9489... Generator Loss: 0.6092
Epoch 1/1... Step: 11460... Discriminator Loss: 0.7325... Generator Loss: 0.9305
Epoch 1/1... Step: 11470... Discriminator Loss: 1.3099... Generator Loss: 0.5819
Epoch 1/1... Step: 11480... Discriminator Loss: 2.0456... Generator Loss: 0.1835
Epoch 1/1... Step: 11490... Discriminator Loss: 2.1406... Generator Loss: 0.1567
Epoch 1/1... Step: 11500... Discriminator Loss: 1.2397... Generator Loss: 0.5183
Cumulative Average Generator Loss / Discriminator Loss: 0.3715173602104187
Current Generator Loss / Discriminator Loss: 0.41809114813804626
Epoch 1/1... Step: 11510... Discriminator Loss: 2.2351... Generator Loss: 0.1641
Epoch 1/1... Step: 11520... Discriminator Loss: 1.6175... Generator Loss: 0.2491
Epoch 1/1... Step: 11530... Discriminator Loss: 0.7012... Generator Loss: 0.9650
Epoch 1/1... Step: 11540... Discriminator Loss: 1.1354... Generator Loss: 0.5530
Epoch 1/1... Step: 11550... Discriminator Loss: 1.1997... Generator Loss: 0.4581
Epoch 1/1... Step: 11560... Discriminator Loss: 0.8562... Generator Loss: 1.1880
Epoch 1/1... Step: 11570... Discriminator Loss: 1.1901... Generator Loss: 0.7281
Epoch 1/1... Step: 11580... Discriminator Loss: 1.5660... Generator Loss: 0.2891
Epoch 1/1... Step: 11590... Discriminator Loss: 1.2845... Generator Loss: 0.3981
Epoch 1/1... Step: 11600... Discriminator Loss: 2.4403... Generator Loss: 0.1246
Cumulative Average Generator Loss / Discriminator Loss: 0.3714117407798767
Current Generator Loss / Discriminator Loss: 0.05105575546622276
Epoch 1/1... Step: 11610... Discriminator Loss: 1.2780... Generator Loss: 0.4965
Epoch 1/1... Step: 11620... Discriminator Loss: 1.3611... Generator Loss: 0.3632
Epoch 1/1... Step: 11630... Discriminator Loss: 1.1147... Generator Loss: 0.7920
Epoch 1/1... Step: 11640... Discriminator Loss: 1.3706... Generator Loss: 0.3644
Epoch 1/1... Step: 11650... Discriminator Loss: 1.6982... Generator Loss: 0.3471
Epoch 1/1... Step: 11660... Discriminator Loss: 0.6795... Generator Loss: 0.9572
Epoch 1/1... Step: 11670... Discriminator Loss: 1.1713... Generator Loss: 0.5370
Epoch 1/1... Step: 11680... Discriminator Loss: 1.3956... Generator Loss: 0.3819
Epoch 1/1... Step: 11690... Discriminator Loss: 1.4083... Generator Loss: 0.4543
Epoch 1/1... Step: 11700... Discriminator Loss: 1.5047... Generator Loss: 0.3407
Cumulative Average Generator Loss / Discriminator Loss: 0.3715445101261139
Current Generator Loss / Discriminator Loss: 0.2264198362827301
Epoch 1/1... Step: 11710... Discriminator Loss: 1.0875... Generator Loss: 0.5510
Epoch 1/1... Step: 11720... Discriminator Loss: 1.6585... Generator Loss: 0.2622
Epoch 1/1... Step: 11730... Discriminator Loss: 0.9949... Generator Loss: 0.5697
Epoch 1/1... Step: 11740... Discriminator Loss: 1.7350... Generator Loss: 0.2439
Epoch 1/1... Step: 11750... Discriminator Loss: 1.6427... Generator Loss: 0.2656
Epoch 1/1... Step: 11760... Discriminator Loss: 1.0209... Generator Loss: 0.5776
Epoch 1/1... Step: 11770... Discriminator Loss: 1.6801... Generator Loss: 0.2471
Epoch 1/1... Step: 11780... Discriminator Loss: 1.6143... Generator Loss: 0.2935
Epoch 1/1... Step: 11790... Discriminator Loss: 1.5437... Generator Loss: 0.3075
Epoch 1/1... Step: 11800... Discriminator Loss: 1.1881... Generator Loss: 0.5663
Cumulative Average Generator Loss / Discriminator Loss: 0.37069210410118103
Current Generator Loss / Discriminator Loss: 0.476660817861557
Epoch 1/1... Step: 11810... Discriminator Loss: 1.3717... Generator Loss: 0.3470
Epoch 1/1... Step: 11820... Discriminator Loss: 1.1202... Generator Loss: 0.5330
Epoch 1/1... Step: 11830... Discriminator Loss: 1.4976... Generator Loss: 0.3346
Epoch 1/1... Step: 11840... Discriminator Loss: 0.9358... Generator Loss: 0.7955
Epoch 1/1... Step: 11850... Discriminator Loss: 0.7891... Generator Loss: 1.0909
Epoch 1/1... Step: 11860... Discriminator Loss: 1.6219... Generator Loss: 0.2682
Epoch 1/1... Step: 11870... Discriminator Loss: 1.5113... Generator Loss: 0.3146
Epoch 1/1... Step: 11880... Discriminator Loss: 1.6144... Generator Loss: 0.2713
Epoch 1/1... Step: 11890... Discriminator Loss: 2.0418... Generator Loss: 0.1924
Epoch 1/1... Step: 11900... Discriminator Loss: 1.3848... Generator Loss: 0.3579
Cumulative Average Generator Loss / Discriminator Loss: 0.37029793858528137
Current Generator Loss / Discriminator Loss: 0.2584342062473297
Epoch 1/1... Step: 11910... Discriminator Loss: 1.0195... Generator Loss: 0.7711
Epoch 1/1... Step: 11920... Discriminator Loss: 0.8952... Generator Loss: 0.6865
Epoch 1/1... Step: 11930... Discriminator Loss: 0.9981... Generator Loss: 0.5426
Epoch 1/1... Step: 11940... Discriminator Loss: 1.8678... Generator Loss: 0.2150
Epoch 1/1... Step: 11950... Discriminator Loss: 2.4998... Generator Loss: 0.1061
Epoch 1/1... Step: 11960... Discriminator Loss: 1.0301... Generator Loss: 0.6776
Epoch 1/1... Step: 11970... Discriminator Loss: 1.2954... Generator Loss: 0.4391
Epoch 1/1... Step: 11980... Discriminator Loss: 1.9993... Generator Loss: 0.1862
Epoch 1/1... Step: 11990... Discriminator Loss: 1.8723... Generator Loss: 0.2234
Epoch 1/1... Step: 12000... Discriminator Loss: 1.5303... Generator Loss: 0.3115
Cumulative Average Generator Loss / Discriminator Loss: 0.36944878101348877
Current Generator Loss / Discriminator Loss: 0.20358145236968994
Epoch 1/1... Step: 12010... Discriminator Loss: 1.3920... Generator Loss: 0.3806
Epoch 1/1... Step: 12020... Discriminator Loss: 0.8520... Generator Loss: 0.7820
Epoch 1/1... Step: 12030... Discriminator Loss: 1.4255... Generator Loss: 0.3238
Epoch 1/1... Step: 12040... Discriminator Loss: 1.6151... Generator Loss: 0.2943
Epoch 1/1... Step: 12050... Discriminator Loss: 2.5825... Generator Loss: 0.0969
Epoch 1/1... Step: 12060... Discriminator Loss: 0.9050... Generator Loss: 0.8127
Epoch 1/1... Step: 12070... Discriminator Loss: 1.5894... Generator Loss: 0.3204
Epoch 1/1... Step: 12080... Discriminator Loss: 1.5638... Generator Loss: 0.3204
Epoch 1/1... Step: 12090... Discriminator Loss: 1.2864... Generator Loss: 0.4084
Epoch 1/1... Step: 12100... Discriminator Loss: 1.1732... Generator Loss: 0.5695
Cumulative Average Generator Loss / Discriminator Loss: 0.3688433766365051
Current Generator Loss / Discriminator Loss: 0.4854338467121124
Epoch 1/1... Step: 12110... Discriminator Loss: 1.6832... Generator Loss: 0.2985
Epoch 1/1... Step: 12120... Discriminator Loss: 1.5645... Generator Loss: 0.3239
Epoch 1/1... Step: 12130... Discriminator Loss: 0.7028... Generator Loss: 1.6086
Epoch 1/1... Step: 12140... Discriminator Loss: 1.8604... Generator Loss: 0.2129
Epoch 1/1... Step: 12150... Discriminator Loss: 0.9641... Generator Loss: 1.1972
Epoch 1/1... Step: 12160... Discriminator Loss: 1.0367... Generator Loss: 0.5572
Epoch 1/1... Step: 12170... Discriminator Loss: 1.2148... Generator Loss: 0.5623
Epoch 1/1... Step: 12180... Discriminator Loss: 1.2969... Generator Loss: 0.4475
Epoch 1/1... Step: 12190... Discriminator Loss: 1.8526... Generator Loss: 0.2400
Epoch 1/1... Step: 12200... Discriminator Loss: 2.0948... Generator Loss: 0.1674
Cumulative Average Generator Loss / Discriminator Loss: 0.36905336380004883
Current Generator Loss / Discriminator Loss: 0.07991142570972443
Epoch 1/1... Step: 12210... Discriminator Loss: 1.0714... Generator Loss: 0.5377
Epoch 1/1... Step: 12220... Discriminator Loss: 1.5022... Generator Loss: 0.2973
Epoch 1/1... Step: 12230... Discriminator Loss: 1.5290... Generator Loss: 0.2748
Epoch 1/1... Step: 12240... Discriminator Loss: 1.4664... Generator Loss: 0.3446
Epoch 1/1... Step: 12250... Discriminator Loss: 2.1368... Generator Loss: 0.1571
Epoch 1/1... Step: 12260... Discriminator Loss: 1.1017... Generator Loss: 0.5425
Epoch 1/1... Step: 12270... Discriminator Loss: 1.0851... Generator Loss: 0.5272
Epoch 1/1... Step: 12280... Discriminator Loss: 1.0992... Generator Loss: 1.0126
Epoch 1/1... Step: 12290... Discriminator Loss: 1.9459... Generator Loss: 0.1998
Epoch 1/1... Step: 12300... Discriminator Loss: 1.4720... Generator Loss: 0.3420
Cumulative Average Generator Loss / Discriminator Loss: 0.3684127628803253
Current Generator Loss / Discriminator Loss: 0.23230093717575073
Epoch 1/1... Step: 12310... Discriminator Loss: 1.5121... Generator Loss: 0.3021
Epoch 1/1... Step: 12320... Discriminator Loss: 1.1950... Generator Loss: 0.4637
Epoch 1/1... Step: 12330... Discriminator Loss: 1.3871... Generator Loss: 0.3549
Epoch 1/1... Step: 12340... Discriminator Loss: 1.0176... Generator Loss: 0.6992
Epoch 1/1... Step: 12350... Discriminator Loss: 1.1087... Generator Loss: 0.7714
Epoch 1/1... Step: 12360... Discriminator Loss: 0.9706... Generator Loss: 0.6320
Epoch 1/1... Step: 12370... Discriminator Loss: 0.8911... Generator Loss: 0.6591
Epoch 1/1... Step: 12380... Discriminator Loss: 1.6718... Generator Loss: 0.2483
Epoch 1/1... Step: 12390... Discriminator Loss: 2.2600... Generator Loss: 0.1401
Epoch 1/1... Step: 12400... Discriminator Loss: 1.3609... Generator Loss: 0.3845
Cumulative Average Generator Loss / Discriminator Loss: 0.3682529330253601
Current Generator Loss / Discriminator Loss: 0.28253111243247986

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.